diff --git a/AA2425/course/08_supervised_learning_knn/.ipynb_checkpoints/08_supervised_learning_knn-checkpoint.ipynb b/AA2425/course/08_supervised_learning_knn/.ipynb_checkpoints/08_supervised_learning_knn-checkpoint.ipynb
new file mode 100644
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@@ -0,0 +1,3218 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Artificial Intelligence and Machine Learning\n",
+    "\n",
+    "\n",
+    "## Unit II \n",
+    "\n",
+    "## Intro to Supervised Learning and k Nearest Neighbours (k-NN)\n",
+    "\n",
+    "**Iacopo Masi**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       ".output_png {\n",
+       "    display: table-cell;\n",
+       "    text-align: center;\n",
+       "    vertical-align: middle;\n",
+       "}\n",
+       "img[alt=regression] { width: \"50%\"; }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.core.display import HTML\n",
+    "\n",
+    "HTML(\"\"\"\n",
+    "<style>\n",
+    ".output_png {\n",
+    "    display: table-cell;\n",
+    "    text-align: center;\n",
+    "    vertical-align: middle;\n",
+    "}\n",
+    "img[alt=regression] { width: \"50%\"; }\n",
+    "</style>\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hide_input": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "source": [
+    "## My own latex definitions\n",
+    "$\\require{color}$\n",
+    "\n",
+    "$$\\def\\mbf#1{\\mathbf{#1}}$$\n",
+    "$$\\def\\bmf#1{\\boldsymbol{#1}}$$\n",
+    "$$\\def\\bx{\\mbf{x}}$$\n",
+    "$$\\def\\bv{\\mbf{v}}$$\n",
+    "$$\\def\\bz{\\mbf{z}}$$\n",
+    "$$\\def\\bmu{\\bmf{\\mu}}$$\n",
+    "$$\\def\\bsigma{\\bmf{\\Sigma}}$$\n",
+    "$$\\def\\Rd#1{\\in \\mathbb{R}^{#1}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "hide_input": false,
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "%matplotlib inline\n",
+    "plt.style.use('seaborn-v0_8-whitegrid')\n",
+    "\n",
+    "font = {'family' : 'Serif',\n",
+    "        'weight' : 'bold',\n",
+    "        'size'   : 12}\n",
+    "\n",
+    "matplotlib.rc('font', **font)\n",
+    "\n",
+    "\n",
+    "# Aux functions\n",
+    "\n",
+    "def plot_grid(Xs, Ys, axs=None):\n",
+    "    ''' Aux function to plot a grid'''\n",
+    "    t = np.arange(Xs.size) # define progression of int for indexing colormap\n",
+    "    if axs:\n",
+    "        axs.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n",
+    "        axs.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n",
+    "        axs.axis('scaled') # axis scaled\n",
+    "    else:\n",
+    "        plt.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n",
+    "        plt.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n",
+    "        plt.axis('scaled') # axis scaled\n",
+    "        \n",
+    "def linear_map(A, Xs, Ys):\n",
+    "    '''Map src points with A'''\n",
+    "    # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n",
+    "    src = np.stack((Xs,Ys), axis=Xs.ndim)\n",
+    "    # flatten first two dimension\n",
+    "    # (NN)x2\n",
+    "    src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n",
+    "    # 2x2 @ 2x(NN)\n",
+    "    dst = A @ src_r.T # 2xNN\n",
+    "    #(NN)x2 and then reshape as NxNx2\n",
+    "    dst = (dst.T).reshape(src.shape)\n",
+    "    # Access X and Y\n",
+    "    return dst[...,0], dst[...,1]\n",
+    "\n",
+    "\n",
+    "def plot_points(ax, Xs, Ys, col='red', unit=None, linestyle='solid'):\n",
+    "    '''Plots points'''\n",
+    "    ax.set_aspect('equal')\n",
+    "    ax.grid(True, which='both')\n",
+    "    ax.axhline(y=0, color='gray', linestyle=\"--\")\n",
+    "    ax.axvline(x=0, color='gray',  linestyle=\"--\")\n",
+    "    ax.plot(Xs, Ys, color=col)\n",
+    "    if unit is None:\n",
+    "        plotVectors(ax, [[0,1],[1,0]], ['gray']*2, alpha=1, linestyle=linestyle)\n",
+    "    else:\n",
+    "        plotVectors(ax, unit, [col]*2, alpha=1, linestyle=linestyle)\n",
+    "\n",
+    "def plotVectors(ax, vecs, cols, alpha=1, linestyle='solid'):\n",
+    "    '''Plot set of vectors.'''\n",
+    "    for i in range(len(vecs)):\n",
+    "        x = np.concatenate([[0,0], vecs[i]])\n",
+    "        ax.quiver([x[0]],\n",
+    "                   [x[1]],\n",
+    "                   [x[2]],\n",
+    "                   [x[3]],\n",
+    "                   angles='xy', scale_units='xy', scale=1, color=cols[i],\n",
+    "                   alpha=alpha, linestyle=linestyle, linewidth=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Recap previous lecture\n",
+    "- Recap on probability and Gaussian Distribution\n",
+    "- Maximum Likelihood Estimator (MLE)\n",
+    "- MLE with a single Gaussian\n",
+    "- Gaussian Mixture Model (GMM)\n",
+    "- Applications: Anomaly Detection and Data Generation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Today's lecture\n",
+    "## Moving to Supervised Learning (Good news is that is easier)\n",
+    "### Non-parametric model\n",
+    "#### 1. $k$-Nearest Neighbours (Today)\n",
+    "#### 2. Decision Trees (Coming up)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# This lecture material is taken from\n",
+    "- [Cimi Book - Chapter 01](http://ciml.info/dl/v0_99/ciml-v0_99-ch01.pdf)\n",
+    "- [CSC411: Introduction to Machine Learning](https://www.cs.toronto.edu/~urtasun/courses/CSC411_Fall16/06_trees_handout.pdf)\n",
+    "- [Cornell ML course](http://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/lecturenote02_kNN.html)\n",
+    "- [Prof. Olga Veksler ML course](https://www.csd.uwo.ca/~oveksler/Courses/Fall2015/CS9840/Lecture2_knn.pdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Unsupervised Learning\n",
+    "\n",
+    "**Objective and Motivation:** The goal of unsupervised learning is to find **hidden patterns** in unlabeled data. \n",
+    "\n",
+    "\\begin{equation}\n",
+    " \\underbrace{\\{\\mathbf{x}_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n",
+    "\\end{equation}\n",
+    "\n",
+    "\n",
+    "- Unlike in supervised learning, any data point is not paired with a label.\n",
+    "\n",
+    "- As you can see the unsupervised learning problem is ill-posed (which hidden patterns?) and in principle more difficult than supervised learning.\n",
+    "\n",
+    "- Unsupervised learning can be thought of as \"finding structure\" in the data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Supervised Learning\n",
+    "\n",
+    "**Objective and Motivation:** The goal of supervised learning is to find **relations and associations** between pairs of data points paired with a label.\n",
+    "\n",
+    "\n",
+    "$$\n",
+    " \\underbrace{\\{\\bx_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n",
+    "$$\n",
+    "\n",
+    "\n",
+    "- Any data point $\\bx \\Rd{d}$ is paired with a label $y \\Rd{1}$.\n",
+    "- We want to learn a function $h$ parametrized by $\\theta$ that given $\\bx$ predicts $y$ or else $h_{\\theta} : \\bx \\rightarrow y$\n",
+    "- Note that the hypothesis (the model) can be either **parametric** or **non-parametric**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "<center>\n",
+    "<img width=\"30%\" src=\"figs/learning.png\" />\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Classification vs Regression\n",
+    "\n",
+    "- The general settings are very similar. We want to learn a function $h$ parametrized by $\\theta$ that given $\\bx$ predicts $y$ or else $h_{\\theta} : \\bx \\rightarrow y$\n",
+    "- **Regression:**\n",
+    "    - $y$ is a **continuous, real value** so $y \\Rd{d}$ (e.g. predict the interest rate given as input some conditions of the financial market)\n",
+    "- **Classification**:\n",
+    "    - $y$ is a **categorical variable**. For example, classifying images of `hotdog vs non-hotdog` is the same as `0 vs 1`. In this case, we do **binary classification** if the categories are 2.\n",
+    "    - $y$ is a **categorical variable** with more than $N\\gt2$ then it is **multi-class classification**.\n",
+    "    "
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    " # Classification vs Regression\n",
+    " \n",
+    "We will see soon that they are **two side of the same coin**\n",
+    " \n",
+    " ![regression](attachment:image.png)\n",
+    " \n",
+    " [image credit](https://towardsdatascience.com/regression-or-classification-linear-or-logistic-f093e8757b9c)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Parametric vs Non-Parametric\n",
+    "- If parametric, then the model information is \"squeezed\" into a set of **parameters** $\\theta$\n",
+    "    - (e.g. $\\theta=\\bmu,\\bsigma$ in the case of a single Gaussian)\n",
+    "- If non-parametric, then the way the model classifies/regresses a value is different and it is **NOT encoded** in some form of parameters $\\theta$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Parametric vs Non-Parametric\n",
+    "- In a **parametric model**, the number of parameters is fixed with respect to the training size. We try to \"squeeze\" the information of the training set into the parameters useful for the task at hand (i.e. predicting $y$).\n",
+    "- In a **non-parametric model**, the (effective) number of parameters can grow with the training size.\n",
+    "    - Sometimes, we refer to non-parametric models as **instance-based learning**.\n",
+    "    - The reason for this name is because **learning amounts to simply storing training data.**\n",
+    "    - Test Instances are classified using `similar` training instances, but what is `similar`?\n",
+    "\n",
+    "[\\[Bishop: Pages 120-127\\]](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Non-Parametric Models\n",
+    "- Non-parametric models assume that the data distribution cannot be defined in terms of such a finite set of parameters $\\theta$. But they can often be defined by assuming an infinite dimensional $\\theta$.\n",
+    "    - The amount of information that $\\theta$ can capture about the data $\\mathcal{D}$ can grow as the amount of data grows. \n",
+    "    - This makes them **more flexible and the advantage is that there is no training basically to do**!\n",
+    "    - The weakness is that **more expensive to store** _(what if we have a billion images?)_\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Two types of Non-Parametric Models\n",
+    "\n",
+    "- $k$ Nearest-Neighbours\n",
+    "- Decision Trees\n",
+    "\n",
+    "before moving to parametric models for the rest of the course."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#  Instance-based Learning assumptions\n",
+    "## such as $k$ Nearest-Neighbours\n",
+    "\n",
+    "Embodies often sensible underlying assumptions:\n",
+    "- Output varies smoothly with input\n",
+    "- The data occupies a sub-space of the high-dimensional input space"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Formalizing the supervised learning problem\n",
+    "\n",
+    "[Cimi - Chapter 01](http://ciml.info/dl/v0_99/ciml-v0_99-ch01.pdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Formalizing the notion of **learning** relationships between the data $\\bx$ and the labels $y$.\n",
+    "- The performance of the learning algorithm should be measured on **$\\colorbox{yellow}{unseen “test” data.}$**\n",
+    "- The way in which we measure performance should depend on the problem we are trying to solve (regression vs classification)\n",
+    "- There should be a **strong relationship between the data** that our algorithm sees at training time and the data it sees at test time **(i.i.d. assumptions)**\n",
+    "\n",
+    "You will note that is **much better defined for supervised learning.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Learning = a) Lower ⬇︎ the cost $\\mathcal{L}$ in training **AND** b)⬇︎ also in test\n",
+    "\n",
+    "In order to accomplish a), let’s assume we have a **loss or cost** function:\n",
+    "\n",
+    "$$\\mathcal{L}(\\underbrace{\\hat{y}}_{pred.}, \\underbrace{y}_{gt})\\quad \\text{where}\\quad \\hat{y}=h_{\\theta}(\\mathbf{x}) $$\n",
+    "\n",
+    "- The job of $\\mathcal{L}$ is to tell us how **“bad” a system’s prediction is, in comparison to the truth.**\n",
+    "- In particular, if $y$ is what is defined as **ground-truth value or label** and $\\hat{y}$ is the machine prediction.\n",
+    "- You can view $\\mathcal{L}$ as a measure of the system error over the training set. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Loss function\n",
+    "\n",
+    "- Note that the **loss function** is something that you must decide on based on the goals of learning.\n",
+    "- There are multiple loss functions depending on what we want to achieve.\n",
+    "\n",
+    "## Regression loss can be squared error\n",
+    "\n",
+    "$$\\mathcal{L}(\\hat{y}, y) = (\\hat{y} - y)^2 $$\n",
+    "\n",
+    "\n",
+    "## Regression loss can be absolute error\n",
+    "\n",
+    "$$\\mathcal{L}(\\hat{y}, y) =~\\mid\\hat{y} - y\\mid $$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Binary Classification loss can be zero/one loss:\n",
+    "\n",
+    "$$\\mathcal{L}(y, \\hat{y})= \\begin{cases}0 & \\text { if } y=\\hat{y} \\\\ 1 & \\text { otherwise }\\end{cases}$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Probabilistic Modeling of Learning\n",
+    "\n",
+    "**Objective and Motivation:** The goal of supervised learning is to find **relations and associations** between pairs of data points paired with a label.\n",
+    "\n",
+    "\n",
+    "$$\n",
+    " \\underbrace{\\{\\bx_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n",
+    "$$\n",
+    "\n",
+    "- There is a probability distribution $\\mathcal{D}$ over **input/output pairs** $p(\\bx,y)$ \n",
+    "- This is often called the data generating distribution.\n",
+    "\n",
+    "A useful way to think about $\\mathcal{D}$ is that it gives a high probability to reasonable $(\\bx, y)$ pairs, and a low probability to unreasonable $(\\bx, y)$ pairs."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "- In case we do not have any prior on the shape of $\\mathcal{D}$ (i.e. is it Gaussian?), we can treat each training sample:  $$\\bx_i, y_i \\sim p(\\bx,y)$$  as a random sample from this distribution.\n",
+    "- The set of $\\{\\bx_i\\}_i^N$ is said **training data**.\n",
+    "- We only see samples from $$\\bx_i, y_i \\sim p(\\bx,y)$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Sample space $\\Omega$\n",
+    "\n",
+    "- **Quiz:** with is the sample space for $\\bx_i \\sim p(\\bx,y)$ if $\\bx$ is a `2x2` image that takes values in `[0,1,2]` with class labels `[hot, cold]`$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- Sample space is the set of all possible outcomes of $\\bx$ times the possible values of $y$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- An image $\\bx$ `HxW` that takes values `P=[0,1,2]`can be combined in $\\mid P\\mid^{(H\\times W)}$ ways"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- So all possible images are $3^4 = 81$ images that can take either label `hot` or `cold` thus"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- `81x2` is the sample space of this toy problem joint distribution\n",
+    "- **What is the sample space of an IPhone camera for a binary classification problem?**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Probabilistic Modeling of Learning\n",
+    "Based on this training data, we need to **induce** a function $f$ that maps new inputs $\\bx$ to corresponding\n",
+    "prediction $\\hat{y}$. \n",
+    "\n",
+    "The key property that $f$ should obey is that it should do well (as measured by $\\mathcal{L}$) on future examples that are also drawn from $\\mathcal{D}$.\n",
+    "\n",
+    "Formally, it’s **expected loss $\\epsilon$ over $\\mathcal{D}$ should be as small as possible**:\n",
+    "\n",
+    "$$\\epsilon \\triangleq \\mathbb{E}_{(x, y) \\sim \\mathcal{D}}[\\mathcal{L}(y, f(x))]=\\sum_{(x, y)} \\underbrace{\\mathcal{D}(x, y)}_{\\text{weight/prob}} \\underbrace{\\mathcal{L}(y, f(x))}_{\\text{function}}$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Empirical Risk Minimization\n",
+    "\n",
+    "- The difficulty in minimizing our expected loss is that we don't know what $\\mathcal{D}$ is! \n",
+    "- All we have access to is some training data sampled from it! \n",
+    "- The training data consists of $N$-many input/output pairs, $\\left(x_{1}, y_{1}\\right),\\left(x_{2}, y_{2}\\right), \\ldots,\\left(x_{N}, y_{N}\\right) .$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Empirical Risk Minimization\n",
+    "\n",
+    "$$\n",
+    "\\begin{array}{rlr}\n",
+    "\\mathbb{E}_{(x, y) \\sim D}[\\mathcal{L}(y, f(x))] & =\\sum_{(x, y) \\in D}[D(x, y) \\mathcal{L}(y, f(x))] & \\text {def. of expect. of function} \\mathop{\\mathbb{E}}[f(\\bx)] = \\sum p(\\bx) f(\\bx) \\\\\n",
+    "& =\\sum_{n=1}^{M}\\left[D\\left(x_{n}, y_{n}\\right) \\mathcal{L}\\left(y_{n}, f\\left(x_{n}\\right)\\right)\\right] & D \\text { is discrete and finite}, M=\\text{all possible samples} \\\\\n",
+    "& \\approx \\sum_{n=1}^{N}\\left[\\frac{1}{N} \\mathcal{L}\\left(y_{n}, f\\left(x_{n}\\right)\\right)\\right] & \\textbf{law of large numbers }, N=\\text{number of training points} \\\\\n",
+    "& =\\frac{1}{N} \\sum_{n=1}^{N}\\mathcal{L}\\left(y_{n}, f\\left(x_{n}\\right)\\right) & \\text { rearranging terms }\n",
+    "\\end{array}\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Empirical Risk Minimization (ERM)\n",
+    "\n",
+    "- Minimizes the average loss function over the training set with equal probability to each sample\n",
+    "- If you take the weighted average instead, it is a way to saying this sample is more probably or put more emphasis on this sample.\n",
+    "- Works under the **weak law of large numbers** and approximiation vanishes when $N \\mapsto \\infty$\n",
+    "$$\\epsilon = \\frac{1}{N} \\sum_{n=1}^{N}\\mathcal{L}\\left(y_{n}, f\\left(x_{n}\\right)\\right) $$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Watch out: Spurious Correlations\n",
+    "\n",
+    "- In a famous--if possibly apocryphal--example from the 1970s, the US Government wanted to **train a classifier to distinguish between US tanks and Russian tanks.**\n",
+    "\n",
+    "- They collected a training and test set and managed to **build a classifier with nearly 100% accuracy on that data.**\n",
+    "\n",
+    "- **But when this classifier was run in the “real world”, it failed miserably.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Watch out: Spurious Correlations\n",
+    "\n",
+    "It had not, in fact, learned to distinguish between US tanks and Russian tanks, **but rather just between clear photos and blurry photos.**\n",
+    "\n",
+    "In this case, there was a $\\colorbox{yellow}{\\textbf{bias}}$ in the training data (due to how the training data was collected) that caused the learning algorithm to learn something other than what we were hoping for.\n",
+    "\n",
+    "<img width='70%' src=\"figs/spurious_corr.png\" />\n",
+    "\n",
+    "[Taken from this article](https://arxiv.org/pdf/2004.07780.pdf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# ERM and Its Limits: Bias-Variance Trade-off\n",
+    "\n",
+    "$$\\colorbox{yellow}{$\\epsilon = \\frac{1}{N} \\sum_{n=1}^{N}\\mathcal{L}\\big(y_{n}, f\\left(x_{n}\\right)\\big)$\n",
+    "}$$\n",
+    "\n",
+    "The error of an ML system can be always decomposed into **two parts**:\n",
+    "- **Bias Error**\n",
+    "- **Variance Error**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Bias-Variance Trade-off"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_style": "split",
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# BIAS-Variance Trade-off\n",
+    "- The **bias error** is produced by weak assumptions in the learning algorithm\n",
+    "    - **High bias** can cause an algorithm to **miss the relevant relations between features and target outputs** \n",
+    "    - Problem known as `underfitting`. Solution: increase the complexity/expressiveness of your ML algorithm!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_style": "split",
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "# Bias-VARIANCE Trade-off\n",
+    "\n",
+    "- The **variance** is an error produced by an **oversensitivity to small fluctuations in the training set**\n",
+    "    - High variance can cause an algorithm to model the random noise in the training data, rather than the intended outputs \n",
+    "    - Problem known as `overfitting`. Solution: decrease the model complexity or add strong regularization."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Bias-Variance Tradeoff as Dartboard\n",
+    "\n",
+    "\n",
+    "<center>\n",
+    "    <img width=\"40%\" src=\"figs/bias_variance.png\" />\n",
+    "<center/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Error in function of model complexity\n",
+    "<center>\n",
+    "<img width=\"60%\" src=\"https://upload.wikimedia.org/wikipedia/commons/9/9f/Bias_and_variance_contributing_to_total_error.svg\" />\n",
+    "<center/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Over or Under Fitting\n",
+    "\n",
+    "<center>\n",
+    "<img width=\"60%\" src=\"figs/over_under_fit.png\" />\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# $k$-Nearest Neighbours\n",
+    "\n",
+    "#### Non-parametric models"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Quiz: how do you classify the \"? question mark\"? Plus or a minus?\n",
+    "\n",
+    "\n",
+    "- Quick tip on what happens in the machine: the position `x,y` encode the features; the `+/-` encodes the class labels\n",
+    "- We want to achieve: $(x,y) \\mapsto \\pm$?\n",
+    "- **Binary Classification**\n",
+    "<center>\n",
+    "<img width='30%' src=\"figs/knn_classifyit.svg\" />\n",
+    "    <center/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Assumptions of a ML algorithm (No free lunch theorem)\n",
+    "\n",
+    "- There is **NO universal method** that will work for **all the data**\n",
+    "- It is important to know the assumptions of each method so that you can apply it under the right settings in your problem"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Assumptions of $k$-NN\n",
+    "\n",
+    "- One reason why you might have thought that is that you believe that **$\\colorbox{yellow}{the label for an example should be similar to the label of nearby points.}$**  \n",
+    "\n",
+    "- Another way of saying the same is: **The output varies smoothly wrt to the input**\n",
+    "\n",
+    "- This is an example of a new form of **inductive bias** or else **assumption that you make before the data arrives**.\n",
+    "\n",
+    "- The **nearest neighbor (NN)** classifier is built upon this insight."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Nearest Neighbour\n",
+    "\n",
+    "- At training time, we simply **store the entire training set along with labels**\n",
+    "- At test time, we get a test example $\\hat\\bv$.  \n",
+    "- To predict its label, we find the training example $\\bx$ that is **most similar** to $\\hat\\bv$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# What's \"Most Similar\"?\n",
+    "\n",
+    "We have to formalize **\"most similar\"**:\n",
+    "- We have the notion of **a point in a vector-space.**\n",
+    "- We have the notion of **distance between data points** (we can assume euclidean for now aka $\\ell_2$)\n",
+    "\n",
+    "**Most similar $\\rightarrow$ minimum distance in the vector space**: we find the training example $\\bx_i$ such that  $$i^*=\\arg\\min_{i\\in\\mathcal{X}} d(\\bx,\\hat\\bv).$$\n",
+    "- Since $\\bx_i$ is a training example, it has a corresponding label, $y$.  \n",
+    "- We predict that the label of $\\hat\\bv$ is also $y$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Nearest Neighbour\n",
+    "\n",
+    "Input is the datapoint $\\bv$;    $\\mathcal{D} = \\{(\\bx_1,y_1)\\ldots,(\\bx_n,y_n)\\}$ is the training set\n",
+    "\n",
+    "Algorithm:\n",
+    "1. Find example $\\left(\\mathbf{x}^{*}, t^{*}\\right)$ _(from  $\\mathcal{D}$)_ closest to the test instance $\\bv$. That is:\n",
+    "$$\n",
+    "\\mathbf{x}^{*}=\\underset{\\mathbf{x}_{i} \\in \\mathcal{D}}{\\operatorname{argmin}} \\operatorname{d}\\left(\\mathbf{x}_{i}, \\bv\\right)\n",
+    "$$\n",
+    "\n",
+    "where $\\operatorname{d}(\\cdot,\\cdot)$ is a suitable distance metric.\n",
+    "\n",
+    "2. Output $y=t^{*}$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Another quiz is coming and we will be using NN to classify!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Quiz: Let us use NN to classify!\n",
+    "<center>\n",
+    "<img width='25%' src=\"figs/knn_classifyitbad.svg\" /><center/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "Since the nearest neighbor algorithm only looks at the *single* nearest neighbor, **it cannot consider\n",
+    "the ``preponderance of evidence`` that this point should probably actually be a negative example.**  It will make an unnecessary error."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# NN is sensitive to class-label noise\n",
+    "\n",
+    "- We can improve by performing **smoothing**. \n",
+    "- Why just select a single **neighbour**?\n",
+    "- Indeed we see that if we relax and look at its 3 NN we have **2 minus vs 1 plus.**\n",
+    "- By **$\\underline{\\text{voting}}$  over the k-NN**, we get the correct class.\n",
+    "\n",
+    "<center>\n",
+    "<img width='25%' src=\"figs/knn_classifyitbad.svg\" /></center>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Ambigous cases based on the distance and neighbours\n",
+    "<br/>\n",
+    "<center>\n",
+    "<img src=\"figs/ambigous.png\" width=\"30%\"/>\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The set of $k$-Nearest Neighbours -  Definition\n",
+    "- Denote the set of the $k$ nearest neighbors of $\\mathbf{x}$ as $S_{\\mathbf{x}}$. Formally $S_{\\mathrm{x}}$ is defined as $S_{\\mathrm{x}} \\subseteq D$ s.t. $\\left|S_{\\mathrm{x}}\\right|=k$ and $\\forall\\left(\\mathbf{x}^{\\prime}, y^{\\prime}\\right) \\in D~\\backslash~S_{\\mathrm{x} \\prime}$\n",
+    "\n",
+    "$$\n",
+    "\\operatorname{dist}\\left(\\mathbf{x}, \\mathbf{x}^{\\prime}\\right) \\geq \\max _{\\left(\\mathbf{x}^{\\prime \\prime}, y^{\\prime \\prime}\\right) \\in S_{\\mathbf{x}}} \\operatorname{dist}\\left(\\mathbf{x}, \\mathbf{x}^{\\prime \\prime}\\right)\n",
+    "$$\n",
+    "\n",
+    "\n",
+    "\n",
+    "- (i.e. every point in $D$ but not in $S_{\\mathrm{x}}$ is at least as far away from $\\mathbf{x}$ as the furthest point in $S_{\\mathbf{x}}$ ). \n",
+    "\n",
+    "- We can then define the classifier $h(\\cdot)$ as a function returning the most common label in $S_{\\mathrm{x}}$:\n",
+    "\n",
+    "$$\n",
+    "h(\\mathbf{x})=\\operatorname{mode}\\left(\\left\\{y^{\\prime \\prime}:\\left(\\mathbf{x}^{\\prime \\prime}, y^{\\prime \\prime}\\right) \\in S_{\\mathbf{x}}\\right\\}\\right)\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# $k$-Nearest Neighbour\n",
+    "\n",
+    "Input is the datapoint $\\bv$;  $~~~\\mathcal{D} = \\{(\\bx_1,y_1)\\ldots,(\\bx_n,y_n)\\}$ is the training set\n",
+    "\n",
+    "Algorithm: \n",
+    "1. We find first the set of $k$ Nearest Neighbour to $\\bv$ called $S_{\\mathrm{v}}$.\n",
+    "\n",
+    " Formally $S_{\\mathrm{v}}$ is defined as $S_{\\mathrm{v}} \\subseteq \\mathcal{D}$ s.t. $\\left|S_{\\mathrm{v}}\\right|=k$ and $\\forall\\left(\\mathbf{x}^{\\prime}, y^{\\prime}\\right) \\in D \\backslash S_{\\mathrm{v} \\prime}$\n",
+    " \n",
+    "$$ \\colorbox{yellow}{$\\operatorname{d}\\left(\\mathbf{v}, \\mathbf{x}^{\\prime}\\right) \\geq \\max _{\\left(\\mathbf{x}^{\\prime \\prime}, y^{\\prime \\prime}\\right) \\in S_{\\mathbf{v}}} \\operatorname{dist}\\left(\\mathbf{v}, \\mathbf{x}^{\\prime \\prime}\\right)$}\n",
+    "$$\n",
+    "\n",
+    "(i.e. every point in $D$ but not in $S_{\\mathrm{v}}$ is at least as far away from $\\mathbf{v}$ as the furthest point in $S_{\\mathbf{v}}$ ).\n",
+    "\n",
+    "`Technically this part is implemented simply as sorting and choosing top-K in a brute-force approach`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "2. Assign the label to $\\bv$ as most frequent element in the labels of $S_{\\mathrm{v}}$ That is:\n",
+    "\n",
+    "$$\n",
+    "y^{*}=\\mbf{\\operatorname{mode}}\\left(\\left\\{y^{\\prime \\prime}:\\left(\\mathbf{x}^{\\prime \\prime}, y^{\\prime \\prime}\\right) \\in S_{\\mathbf{v}}\\right\\}\\right) \\qquad \\text{for classification}\n",
+    "$$\n",
+    "\n",
+    "the **mode** of a distribution recovers the most frequent element.\n",
+    "\n",
+    "**🛠 Hyperparam: How do we choose $k$?**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The impact of hyper-parameter $k$\n",
+    "\n",
+    "<center>\n",
+    "<img src=\"figs/ambigous.png\" width=\"30%\"/>\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Which distance metric to use?\n",
+    "\n",
+    "## There is a family of distances: Minkowski distance\n",
+    "\n",
+    "The k-nearest neighbor classifier fundamentally relies on a **distance metric**. <ins>The better that metric reflects label similarity, the better the classification will be</ins>. The most common choice is one over the family of distances defined by the **Minkowski distance**:\n",
+    "\n",
+    "$$\n",
+    "\\operatorname{dist}(\\mathbf{x}, \\mathbf{z})=\\left(\\sum_{r=1}^{d}\\left|x_{r}-z_{r}\\right|^{p}\\right)^{1 / p}\n",
+    "$$\n",
+    "\n",
+    "This distance definition is pretty general and contains many well-known distances as special cases. Can you identify the following candidates?\n",
+    "1. $p=1$ :\n",
+    "2. $p=2$ :\n",
+    "3. $p \\rightarrow \\infty$\n",
+    "\n",
+    "## Cosine distance\n",
+    "\n",
+    "If you want to measure only the angle you can use the **cosine distance**."
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## What is a good distance here to perform classification (color is the class) ?\n",
+    "\n",
+    "\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L1 distance (Manhattan)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L2 distance (Euclidean)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L_inf distance (Max of abs value)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled> Cosine distance\n",
+    "\n",
+    "<input type=\"checkbox\" disabled> Mahalanobis distance\n",
+    "\n",
+    "\n",
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## What is a good distance here to perform classification (color is the class) ?\n",
+    "\n",
+    "\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L1 distance (Manhattan)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L2 distance (Euclidean)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled > L_inf distance (Max of abs value)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled checked> **Cosine distance** (features of the same classes are almost on the same line)\n",
+    "\n",
+    "<input type=\"checkbox\" disabled checked> **Mahalanobis distance** (but requires to estimate covariance matrices)\n",
+    "\n",
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The impact of hyper-parameter $k$\n",
+    "\n",
+    "2. Assign the label to $\\bv$ as most frequent element in the labels of $S_{\\mathrm{v}}$. That is:\n",
+    "\n",
+    "$$\n",
+    "y^{*}=\\mbf{\\operatorname{mode}}\\left(\\left\\{y^{\\prime \\prime}:\\left(\\mathbf{x}^{\\prime \\prime}, y^{\\prime \\prime}\\right) \\in S_{\\mathbf{v}}\\right\\}\\right) \\qquad \\text{for classification}\n",
+    "$$\n",
+    "\n",
+    "the **mode** of a distribution recovers the most frequent element.\n",
+    "\n",
+    "**🛠 Hyperparam: How do we choose $k$?**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The impact of hyper-parameter $k$\n",
+    "\n",
+    "<center>\n",
+    "<img src=\"figs/ambigous.png\" width=\"30%\"/>\n",
+    "</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# How do we choose $k$?\n",
+    "- $k=1$ is the NN algorithm and may suffer from **overfitting**. You just based your decision on too little information.\n",
+    "- $k \\gg 1$ you may end up with good performance (you smooth out the result, i.e. impose regularization)\n",
+    "- if you have binary classification, $k$ better be **odd** (why is that?)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- Now let's think what happens when $k=|\\mathcal{D}|$? i.e. $k$ is equal to the number of datapoints!?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "- if $k=|\\mathcal{D}|$ then we **<ins>underfit</ins>** and always **predict the majority class in $\\mathcal{D}$.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "## Best constant predictor\n",
+    "\n",
+    "- if $k=|\\mathcal{D}|$ then we underfit and always **predict the majority class in $\\mathcal{D}$.**\n",
+    "- You can think of the best constant predictor as a lazy algorithm that just counts the frequency of labels in the data and, without EVEN looking at the input, predicts the most frequent label."
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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i4vzKyso3Mm4U8xUwuqu6uvrYmGPImPy2trYBra2tl8Domxk3iviKw2+8cfsdVq2a3ruxca+K1tbdK9raJlNyqFayO8rLX35n6NBl1VVVh/GxywxE55LZtKN6fcgW3Kz6TZs2tZ199tn+ZZQB1MKFCxv4ZbTJjDIAYvGCBQua29vb15tRVkat5pOZT11dXTsG0hwXRlRp6Me9aoj2R2rP3h3tiBTr0J/QxegxtKSio2PjwtNOk3mMQXlHUAlEy1rTjvQJPqvksSRtuT+agAmYgAl0EwEMYzin3hfJNKajaagv0o99tV0/gi5Ciyl1rGRa0AgykJs5g5xqKdqIdkYnIznb2chhAiZgAiZQZAKYhb6vd0VT0H4JjWeqUCenZUgdoGQaj2EYXd7uE2Qgizn5F5HaO+Rk76CH0Q/Qs8hhAiZgAibQxQQwDLVT7IlmIhmGHqWoQYq3kL6rk4bxAoaRXnOk7bo0ggzkJ5xRcpiACZiACRSJAIYxmlOpOmoPtHdCvZnKGFS6uDwxfRKzUPVUt0eQgXT7RfkCTMAETCDqBDCMcaRRz9bNRCpdfBIp9PjDn9AlSLU/j2MYW+28xHZFDxtI0ZH7hCZgAnEjgFmoOWAiUs8olTJkHCOQ4jUko6hDj6KVGAa79PywgfT8e+QrNAETKDECfPtvyyWrVLE/kmHshZLft3oo+w6kxm71jnqdaUlGMkElefG+aBMwARPoCQQwjJFch4xiJpJxTEZ4Q9kmpGcu1JX2j0jtF2uZRiJsIJG4jU6ECZhAMQlgGDtyPlVDqXfUTDQOKd5FMoxrkEoYT2MYagSPZNhAInlbnSgTMIFCEcAsVJKYgFQdJdNQCWMHpFB32oeRGrxlGOpOyy7xCBtIPO6zU2kCJpAjAb799b2oh/VkFknDGJrY/SWmDyCZxqOYhT7HNmwgsb31TrgJmIAIYBh9mOiBvVlIw4GoLUMP7LUjvdb7JpRs8H6beUeCgA3EWcEETCBWBDAMPeE9MyGZhR7aq0ItSA/s/Sd6CP2REoYHhAVEprCBZCLj5SZgApEgUN3U1AvT2J/EqDpKjd6aykTUQ+pxpB5SqpL6E4ahZY4cCdhAcgTlzUzABEqDAGbRnytVQ/d+bd///izeKKURar+AWpFKGBqq6V6kNgyVOhwhCdhAQoLzbiZgAj2DAIah8aJkEoeig5HegdELaUiQZc9MmfLc1Kee+g7zGhLkfaaOAhGwgRQIpA9jAiZQHAIYhoYFmYnUfqHqKD3lnWzD0DMY30eL0bJLLrigb2Nj42V7PPXUg3x2FJiADaTAQH04EzCBwhLAMNRLSmNIJdsvZBqVSCUMtWFciB5FavT+WAlDg0s5uo6ADaTr2PrIJmACIQhgGDKHqehApGopmYdKGMmXJv2QebVhLMEw1K7h6CYCNpBuAu/TmoAJbCaAYai9YhI6AB2E9kf9UBtSCeMCpCqpJ9JLGCxzdCMBG0g3wvepTSCuBDCNcaT9YPQPSFVSGr1W8Wd0OXoQqZfUBqaOHkrABtJDb4wvywSiRADDGEV6klVSs5jX6LWKF9Cv0UNI7/GOzEi1pCfyYQOJ/C12Ak2g+AQwjO04q3pJqYShksZOSPEmugs9hEr6XRhcf+zDBhL7LGAAJtB5AhiGGrlnIlVHfRapEVzxHroPXYhUJbWSqSMiBHIxkB+R1u+h55AauhwmYAIxJ4BhVIBgN6QShqqm1MW2N1LX2ifQmUg9pZZjGu1MHREksDUD2YM0fwu5XjKCN99JMoF8CGAa49he1VIqYcg0hiD1lHoa/RSppKFqqRamjhgQyGYgWvcr9HOkTFODHCZgAjEhgGHof14li8+h2WhHpHgN3YIeQA9jGP6BCYg4RjYDURF0IDoPKaM4TMAEIk4A09B7MWQYavjWA3z6jqhHf0B16F4MYxVThwl8kDmCMIxn4bnoKOThjYMIeZkJRIAAhjGGZOhpb1VLqaZBvacUS5Aavu9HGoTQ1VKAcHycAPlii9AyPfWp7nbHJdY+zlTF2UlImSzZh5vZLWPs2LHTampqZs+dO1cm5Agg0NHRcQiLG8rLyx8NWO1FEIDRt+FzPbPvGEgwARidD6P5wWu3XNq/oaFyr8ce23WnV1+dMvTdd6dUNzaO0lZN1dVvvzd48LNvjxr1/OO1tc+8M3jw+1vuXZJL+sLoazC6tCSvvggXDZ+pFRUVb86fP1/NFXlFUBXWqRxBRnFMhiPJSAZlWPfB4ra2tn5c1DYo63bZjhGDdX1JI68qMKMs97oKPqpGbcuyTdxXbfX/bPzKlcMnrVgxadRbb+06cN268RXt7ZXtvXo1vjdo0MqV48c/tHy33Z5/edy4VJPujXurR1XJB8bRh0QoH/m7KPPdrIFPUGEi8x4Z1gxjuYYO+B7S0AJJLWX++cTnrWas2trauRMmTFAR2JGBwMKFC09ZsGDBCRlWezEE4HMdUhWLIwMB+DySvopqqf7oCHQZWoU6UDt6BtWhWagqfb8ofq6rqxuofBTFtBUqTXwXHabvozDHSy+B6J9Vb/P6UULpx/w7Cy5GZ6Wv8GcTMIHuIYAZ6Nfjp5HaMf4BTUeVKPkQ33nMq/F7NVOHCRSMQLqB/IUjzwo4+mUsU1FwHno9YL0XmYAJFJEApqGq5IOev+WWcUzfRsMTp1fJ/wKkh/j0ju/2xHJPTKDgBNINZCNneCjgLKrWUkYMWhewuReZgAkUmgCmIbM4EqmbrTqzVI596aVWptcidbNVKUOlDocJFIWAhiNwmIAJ9EACGEYfpLaM/0SvcIl/RapeVunjIjT9h2eeqXdkzEM32Dwg4igqgfQSSKaT64EihwmYQBcTwCh24BSHo9loJlKnFbU9PoT+Dd2NUXzYlrGgooJdHCbQPQRyNZDuuTqf1QQiToBvf9UCTENz0WFoApIprEB6duF3SKUMt2UAwtGzCNhAetb98NXEgADuoJ6O6i11BFLPqcFIo9g+iPQw1+8xjL8xdZhAjyZgA+nRt8cXFxUCmMaOpOXzSKZRi1TyeAv9Ft2J1AAuE3GYQMkQsIGUzK3yhZYSAQxDBvEZpKoplTJ2QSwu+xNagO5CT2EaWuYwgZIkYAMpydvmi+6JBHAC9Y6agdQAru62GjOuHt2HfoJUNaVSh8MEIkHABhKJ2+hEdBcBTEMvVVKvKZU0DkFVaD26Hd2GVDXVyNRhApEjYAOJ3C11grqaAKaxM+dQtZTaM1Ti0P/RSvTv6B60BNNoYeowgUgTsIFE+vY6cYUggGHgBx+8aEmlDOlTieM+xXQ++h0bvJBY5okJxIaADSQ2t9oJzYcAptGL7VW6OCqh0UxVFaUxpi7WFNN4k6nDBGJLwAYS21vvhKcTwDTUfnEgSprGUOY3oLvRb9BdmIbf0AkIhwmIgA3E+SDWBDANvdhLT4CrakqDFA5A7yA1gusZjfsxjSamDhMwgTQCNpA0IP4YfQKYhkxiDpJp6IlwmYie/L4GqefUYkzDb0EEhMMEshGwgWSj43WRIZAoacgw9BbIg5Hy/ivoF+gWtAzTYDOHCZhArgRsILmS8nYlRwA32JaL1kN9atNQ9VRv9BdUh27FMP7M1GECJhCSgA0kJDjv1jMJJKqnjuHqjkUHoGRJ41Lmb8Y0nmTqMAETKAABG0gBIPoQ3UsA0xjEFRyONHyIGsQrkUoXP0C/xTSeZeowARMoMAEbSIGB+nDFIYBp9ONMqpY6CR2KlJf1xr7/QNfbNKDgMIEuJmAD6WLAPnzhCGAa1RxN4019EanEoTaNV5Fe76rqKb2EyWECJlAkAjaQIoH2acIRGLh+/TYYh0oa/4hkGhrx9v/QInQtcu8pIDhMoDsIBBnI3lzIeWgyGoH0EJXqkNUIeSNymECXEsAwKEyU7f38TTftucvKlU8wryfC16IrkZ4If5QN2pk6TMAEupFAkIGM4Xo2INUlv4XUFfIkdAPSr79fIocJFJwAxvFJDvplpPw2ZvyLL7a2VFXdWd3UpNLGfZiGR7gFhMMEegqBIAO5lYuTUkO//F5B30A2kFQynu8UAUxDgxQej9Ttds/EwfSK17MuOeOMIxurq/91wYIFryeWe2ICJtCDCFTkeC365fdOjtt6MxPISgDTGIi+jO5jQ5nDD1E9+jbajpLGbHQD5tHKZ4cJmEAPJRBUAkleqnq4aL2qsL6EdkMaBsJhAnkTwCySw6N/jZ31ZHgfpF5T5yB1u3UpAxAOEyglAtkM5FoS8vlEYt5n+lV0c+KzJyaQEwGMYwIbzkP6ETIcrUNq0/g1pvE0U4cJmECJEuB/OGPswhr1ftE7n9WFUmZyKtoBTUMZY/jw4cNGjx49as6cOf6CyEjpg7p/VdGszrxJaa7pV19fueeyZSMmPffcyKFr1w7oKC/vWLXTTmuXT5789vJJk95t3Wab9hxTNontXkJ6kZMjmIDajZYFr/JSCOhHsr7LVNp1BBMY2qtXr6vPPffcnwavLszSOzhMPVLVVtaora2dO2HChCVZN4r5yoULF55C43BkqgQpaeh5jcPRbagBdaDH0T+hgWFuN3yuQ2PC7BuXfeDzSFzSGiaddXV1A5WPwuwbl334LjpM30dh0putCiv9ePqVo3cobIf+lr7Sn+NJAHNQ29hJ6ItIVVT/hzRE+iKKt39l6jABE4gogSADUWNn+st0tOxQpOdDIlflQpoceRDANNQAfjTSr5bpqBnp7X1XIj2vwSYOEzCBqBMIMpBbSfQ76Em0Eelp9OOQ6lr/GalLryOGBHCFfUm22sOUH9Q77xl0MroO01D1psMETCBGBIIM5G7SfyLSL8z+aD2SmRyJbkeOGBHANNSJQvnh62hXpB8VeoPfFZjG40wdJmACMSUQZCDqYik5YkwA49iP5GvkAf2QqEb/i/4N6f0aGh/NYQImEHMCQQYScyTxTT6mMYjUn4SSpQ0NYKhBNH+FabzI1GECJmACHxKwgXyIIr4zGEctqVdbhsajqkIPIpc2gOAwARPITMAGkplNpNdgGn1JoEobpyG1bajjhEob7n4LBIcJmMDWCdhAts4oUltgHDILtW18CanKyqUNIDhMwATyJ2ADyZ9Zye2BaWjU5SPQ6WgGakA3oV/QtqEedg4TMAETyJuADSRvZKWzA8YxmKv9JlL7xhikhnBVWf03xqGHQh0mYAImEJqADSQ0up67I8axG1f3LaTnN3qjO5BM5F6Mo52pwwRMwAQ6TcAG0mmEPeMAmAbeUPY59C9oFlIJ47/Qz1jxMlOHCZiACRSUgA2koDiLfzCMQ+NSfRmpfeNTSMOfa/5KjMPDiwDCYQIm0DUEbCBdw7XLj4pxjOYkqqZSj6pt0cPoLHQ7xuFqKkA4TMAEupaADaRr+Rb86In2jX/lwCcgGYV6U/0HpuGXdwHCYQImUDwCNpDise7UmTCOgznA2WgWWocuRmrfWM3UYQImYAJFJ2ADKTry3E+IaWhYkbnou2hP9GpiXmNTaZRkhwmYgAl0GwEbSLehz3xijEMN4/PQGegTaAX6EroB42hl6jABEzCBbidgA+n2W/DRBWAcNXzS8xrfQ3o97H3oq5jGA0wdJmACJtCjCNhAesDtwDg0JtW30XeQelTpwb8LMI6lTB0mYAIm0CMJ2EC68baMeuONgZiHGsNPRX2RelRdiHGoysphAiZgAj2agA2kG24PpjHktauvnjvmtddmJE5/LdOLMA49BOgwARMwgZIgoFFaHUUigHFshy7kdK+OefXVA1ePGLGY+Z0xDrVz2DyKdB98GhMwgcIQCDKQAzi0fhGvQi3oXXQ7moIcIQhgGtuiH7DrK0gPAf7mphNOWLjoG9+4CuN4PcQhvYsJmIAJdDuBIANR19FJ6Cp0EtIvZj2D8Bj6NHLkSADTqEHnsPkqdCa6GY3DNOa9OH78GuYdJmACJlCyBILaQPS+iPTqlN+z7AWkXkJfQY4sBDANDaGu7rgyj6FIjePnYRx6H4fDBEzABCJBIKgEkm4eSqi++PSLeZQ+OIIJYBzl6CTW/gX9GD2OpmAcx9s8IOEwAROIFIEgAwlK4HgW6sG2Z4JWellZGcahIUeeR1ejVWg6pnE4epZ5hwmYgAlEjkAuBlJJqn+JNIDfTyJHoJMJwjh2Rw9zmN+gJnQEprE/UunDYQImYAKRJcD3XNaQwVyDjkGHo3uR3jkxFWWMkSNHjtp+++3HzpkzZ3HGjUp8xZA1a/p+9p57dhv7yitj3u/bt+GPtbUrHqutfQ0zyTXGsqF6ub2e6w4x3G4aaV6OGmKY9lyTPIsNH8x14xhupx/A+r56IoZpzzXJI8vLy28977zzfprrDsntghrRk+tkHleiYxOSeSh+jnRTMsaoUaPmNDQ0nFZdXf3NjBuV6Ip9li7tN/3OO0+vampSZ4P2xr59L1g8d+4vnp44sVFD5+Yazc3NX2HbDVVVVbfmuk/ctmtqalpUUVFxfmVl5RtxS3uu6YXRXVH8P8s1/Vvbrq2tbUBra+slZpSZFN9Fh2AgQzJvkf8amcevkX4hfz7f3Wtra+dOmDBhSb779eTtKVlUoK+j1agVXYFGhr3mhQsXnrJgwYITwu4fh/3gcx0aE4e0hk0jfB4Ju28c9qurqxuofBSHtIZNI99Fh+n7KMz+Mor00LKrkb7cJNXtxzowin0AoCLwIqQqlT2o+/s6ept5hwmYgAnEkkBQFZbqwU5ENyK+O8uORslQQ/r9yQ9Rn5J4dVu+GMlIV6HZmMadTB0mYAImEHsCQQYyPUHlOKZSavyZD1NSF0RxHuPAJ8q+in6ENEruuUjvHX+fqcMETMAETAACQQaiYUtiG5iHhmu5Au2F7kaqqnqTqcMETMAETCCFQFAbSMrq+MxiHH2QqqueQqPR0RjH52we8ckDTqkJmEB+BIJKIPkdIQJbYxxHkQy1/WyPfobOxTg2MnWYgAmYgAlkIBDrEgjGMQj9Gja3IXUQqMU4Trd5ZMgtXmwCJmACKQRiayAYh56u19hVx6PvIw16qK66DhMwARMwgRwIxK4KC+PQoJD/hY5Aj6GZGMdfmDpMwARMwATyIBCrEgjmMRs2ehDwQHQq2s/mAQWHCZiACYQgEAsDwTgGoKvg83v0KpqMcVyOWOwwARMwARMIQyDyBoJD6MHIp5Gerldbx74Yh0zEYQImYAIm0AkCkTUQjEODH8owFqMWtDfGcSHSvMMETMAETKCTBCLZiI5xjILL9WgG0pD038I4/E4JQDhMwARMoFAEImcgmMcBwLkBVaNjMA6/b6NQucXHMQETMIEUApGpwkpUWWnQwz+g19HuNo+UO+1ZEzABEygwgUiUQDCP/nBRqeMw9Av0XcyjianDBEzABEygiwiUvIFgHrvA5rfok+irGIfaPBwmYAImYAJdTKCkDQTzOAQ+evGVShsax2pZF/Py4U3ABEzABBIESrYNBPM4mTTo7YB/RWrvsHkkbqonJmACJlAMAiVnIBhHOfoBcC5H6mGlsaxWFwOWz2ECJmACJvARgZKqwsI4qrj0q5DeUX4JOgPzYLHDBEzABEyg2ARKxkBwiUHAuQXNRHow8OdMHSZgAiZgAt1EoCQMBPMYDJ/70GT0BczjN93Ey6c1ARMwARNIEAhqA9mOdT9Gj6B6pCqi2ahbgpPrNbOL0afQATaPbrkNPqkJmIAJbEEgyEA0jpRGrtXYUQ9ssUcRFyTM4yFOORodhHnI1BwmYAImYAI9gEBQFdazXNfQxLUdyfTw7rhOzGME530QDUGzMA8Nye4wARMwARPoIQSCDKS9u68N81CDuUo/qr6aYfPo7jvi85uACZjAlgSCqrC23KqISzCPgZzufjQGHWLzKCJ8n8oETMAE8iDA93PWUBWWxpmag/4nseW+TEcm5gMnY8eOnVZTUzN77ty5Gh0356hZv77664sWnVPT0DB28axZFzw8Y8YLOe9cYht2dHRoGJaG8vLyR0vs0ot2uTD6Nnyu54TvFO2kJXYiGJ0Po/kldtnFvNy+MPoajC4t5klL6VzwmVpRUfHm/Pnz8340IqgKa2tpr2EDVTFljLa2tn5c1DYo63apB6hoaan48jXXnFyzadPOi2fMuPyh/fZbXZbH/qnHKpH5vlxneT6MSiRdhbzMKvioRNpWyING7Fh5/Z9FLO1bTQ7G0YeNlI9y/i7a6kGjt0ENfLZWmAiVapVAqFXKrxtvbW3t3AkTJizJ54yc5EeoA83LZ79S3XbhwoWnLFiwQE/UOzIQgM91SFWZjgwE4OOeiRnYaHFdXd1A5aMsm8R+Fd9Fh+n7KAyIHtEGkjCN75GAH2KDV4VJiPcxARMwARMoLoFuNxDMYypJvgzdjc4pbvJ9NhMwARMwgbAEMrWBHMUBe6G9EgeuZdobNaM7Ess6PcE89LyJxrd6Cx1P6cN13Z2m6gOYgAmYQHEIZDIQvR62OuUSzkrMr2e6bcry0LOYhxptVF21A9qDDzq2wwRMwARMoEQIZDIQlTa6OtRoozG25mEey7v6ZD6+CZiACZhAYQl0SxsIpY+JJOMSdAvmcXVhk+SjmYAJmIAJFINA0Q0E89A5F6GN6JvFSKTPYQImYAImUHgCmaqwCn+mj46oqqvPoLmUPv7+0WLPmYAJmIAJlBKBopZAKH1oqPiL0G2Yh4ZIcZiACZiACZQogaIaCIzORyr1fKtEefmyTcAETMAEEgSKZiCJhvOTOK+eNtdzHw4TMAETMIESJlA0A4FRHdKoqv9ewrx86SZgAiZgAgkCRWlEp/Sh4Ur0zMfplD7U+8phAiZgAiZQ4gSKVQI5E04qfaj7rsMETMAETCACBLrcQCh9fAJOc9GllD7ejwAzJ8EETMAETAACXW4gnOO7qAVdjhwmYAImYAIRIdClBkLpoxJOJyINWaIqLIcJmIAJmEBECHSpgcDoQKTRe69GDhMwARMwgQgR6GoDOQZWa9DiCDFzUkzABEzABCDQZQait1ER6rp7J9VXflHUBzj8xwRMwASiQ6DLDGTqpk39wDQMFewNhtHB7pSYgAmYQOkT6DIDmVVfr7YP9b56oPQxOQUmYAImYALpBLrMQCY1NdVwshf95Hk6cn82ARMwgWgQ6DIDGdrSUgWiFdHA5FSYgAmYgAmkE8hkIIPYUMOOqAeVnh5/HB2Mco4hbW3VbPxGzjt4QxMwARMwgZIiEGQg6kB1NzoazUfqivseugvtj7YaA5qbK/u3tWmgxje3urE3MAETMAETKEkCQaPxyjCmoePQTYlU/YHpC0hDsk9PLMs4mbp+/ZDESpdAMlLyChMwARMobQJBJZAjSVIDui0lac3M34D2QSNSlgfOfvL9920ggWS80ARMwASiQyDIQCaSvJVIXXBTY3nig9ZnjZGNjTaQrIS80gRMwARKn0BQFZa+/J8PSJraQRTbIzWyZ4x+zc0j2ll74rRpvWdUV++UccMYr3jvvfeGdHR0VM2YMcN8MuSDjRs31qxevXoHGCUGNsiwYYwXb9q0qbfzUOYMsHTp0v477rhjjRllZrRmzZrhw4YNCypMZN4psYbHNLYIva9cBnJQ2hr1wlJbyPWoMm3dxz5O69179G7l5Z++b9iwpOl8bH22Dxs2bKghGioqKuRBOUd7e3tFfX193wEDBtTnvFNiw4aGhj6VlZUtqDXffdevX99/4MCBG/Pdr6mpqW95eXlHVVWVernlFevWrRuw7bbbbshrJzbmnFWYVnnv3r2b8t03bDrb2tp6wbd3//79N+V7Tu7nwH79+tXDKa+hcDqTF5SH+vTp09SrV6+8zqm0hb0vjY2N1coL1dXVqirOK/h/GUyez/v/rJmOLuJUKnkh7PcCMMu5pwP4TlmfF1g27kxeCPv/0pm8EPacLS0t1eT5819++eWf58soaHtVVT0ZsOILLGOE9g9G2A1Y/bFFu/Hpoo8tyf3DdWw6JvfNP9xS+2jfMHEWO+0bZkf2+Z+Q+53CfieE3PeRkPvpfDpvmAibTuWFy8KckH26Iy8o3+qaw0TY+9IdeeEwEhiHvDCQdIb9XuhMXgj7/9KZvBD2nKHzQlCx5TmA74IqUWpMTnzQeocJmIAJmEDMCQQZyG9h0hcdncKmmvnjkR4oXJ2y3LMmYAImYAIxJRDUiH4rLJ5AlyM1qOtZDhWrdkDzkMMETMAETMAEMhIYzJor0FrUiGQoh6BcozNtIOqVpHG08g3tE7ZHk55t0eCPYWJcmJ3YpzN1neNDnlP3dbuQ+4ZNZx/OF6ZNS5cZtg2kM3lhFOfVNYeJsPdF90T3JkyEbXdR20Ap5YWw3wudaQPpTF4I+//SmbwQ9pyh20DCZNhc9umMgeRy/Chs0xkDiUL6c0lDWAPJ5dhR2SasgUQl/VtLR2cMZGvHjsr60AYS1AYSFShOhwmYgAmYQBcSsIF0IVwf2gRMwASiTMAGEuW767SZgAmYQAkSUCOkGqAcmQl0prEs81GjtSZsw2m0KGRPTdiG++xHjc7aXiQlbOea6FDInpLOdKjIfmSvNQETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMIESITCI61yE1qD3kd6hfjBybCawD5OODAr7NrFSZqsBJX+M9FKkeiQ2s1FQxDVv5coornnrADLLtWgVakHvotvRFJQecc1DuTLKOw9tk064E5816uXd6FPoHPQGOhXdhQ5CDyPHZgLnM1meBuPttM9x+KgRm09ET6IH0OEoKOKct3JllOQWt7x1BgnXK6mvQn9FI9G/oMfQZ9CfkSLOeShXRptJlZV1Sx46jrPrF+QXklfBVO+mfhktSVkW59mkw8tQHWVlFSkQjmQ+UwkkznkrV0ZxzVvjUvJQclY/YtvQlckFTOOch3JllHceSs2cKaxDzeoLoAHdlrJ3M/M3IF3YiJTlni0r6weEQvIvRabtOV50nPNWroxSUcYpb72UmvDE/ItMVY2u0lsy4pyHcmWUZKVpTnmokF9gEznpStSis6dEsqpG6x2bCchkVeffiB5EtciRmYDzVmY26Wuct8rKxgNlOHomBY7zUAoMZoMYJbfIOQ8V0kCGcPa/J68gZfpeYn5wyrK4zso0foa+gtS54HQ0BslEZiBHMAHnrWAuqUudtzbTqGTyS7QO/WTzog/+Og99BCMTo27NQ29xffd/dI0fzumLUnXbx3y4xDOpBIbxQT1H1BMpznEkic/UBuK8tTlnZGMUlHfilrf0g/ha1IQOTQPiPLQZSDZGacg++Jg1DxWyBKIvQXWTS49kySNZEklfH/fPqqu9B+0ddxBZ0u+8lQVOllVxylv6LrsSHYvUkedelBrOQ5vbXLMxSuWVnM+ahwppIM9xxl2QikepMTnxQesdwQS2YXF78CovhYDzVvhsEIe8pe+xq9A/ouPR71B6xD0P5cIonVnyc1HykFxfVRC6gcmoZuYVtCS5IOZT3Yj0+AQLNqD/TV8Rs8/ZqmectzZnhmyM4pq39MV4DVLnnWM2Ywr8G+c8lCujvPNQ0A6B9HNYeCvbPIEuR2qwegOdgnZA85CjrOxmIKxDS9FGtDM6GanUdjaKYxxFovWQ116JxKtHWm+kLuB3JJbFPW/lwiiueeun5JET0Y1IP2CPRsnQ/1qyXTbOeShXRt2eh9TecQVai9RFVYZyCHJsJnA6k2VIJY5WtBrppiWr+ZiNXSif6B8/XfrnT404561cGMU1b+n/KT3vJD8/k5qBmI9rHsqVUVzzUFo28UcTMAETMAETMAETMAETMIGeSeD/AS8wwH0+TO1+AAAAAElFTkSuQmCC"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Yes, but how do we choose $k$?\n",
+    "\n",
+    "- We can use **cross-validation** to find k\n",
+    "- The rule of thumb is `k < sqrt(N)`, where N is the number of training examples (idea: if N is small, k should be small but; if N is large K should be increased but not too much; sqrt function increases as N when N is small; for large N the value is kept much lower than N).\n",
+    "\n",
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# k-NN decision boundary and demo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn import neighbors, datasets\n",
+    "# import some data to play with\n",
+    "iris = datasets.load_iris()\n",
+    "# we only take the first two features. We could avoid this ugly\n",
+    "# slicing by using a two-dim dataset\n",
+    "X = iris.data[:, :2] # Nx2 \n",
+    "y = iris.target      # Nx1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(*X.T, c=y, cmap='jet');\n",
+    "plt.axis('equal');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hide_input": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Decision boundaries by varying $k$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "hide_input": false,
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for n_neighbors in [1, 3, 5, 7, 15, 21, 27, 39, X.shape[0]]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=2)\n",
+    "    clf.fit(X, y)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(8, 6))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=y,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"3-Class classification (k = %i)\" % (n_neighbors)\n",
+    "    )\n",
+    "    plt.xlabel(iris.feature_names[0])\n",
+    "    plt.ylabel(iris.feature_names[1])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "hide_input": true,
+    "scrolled": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for n_neighbors in [1, 3, 5, 7, 15, 21, 27, 39, X.shape[0]]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=2)\n",
+    "    clf.fit(X, y)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(8, 6))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=y,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"3-Class classification (k = %i)\" % (n_neighbors)\n",
+    "    )\n",
+    "    plt.xlabel(iris.feature_names[0])\n",
+    "    plt.ylabel(iris.feature_names[1])\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hide_input": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Decision boundaries by varying distance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "hide_input": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [1, 2, 10000]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, y)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(8, 6))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=y,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"3-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "    plt.xlabel(iris.feature_names[0])\n",
+    "    plt.ylabel(iris.feature_names[1])\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "hide_input": true,
+    "scrolled": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [1, 2,10000]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, y)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(8, 6))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=y,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"3-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "    plt.xlabel(iris.feature_names[0])\n",
+    "    plt.ylabel(iris.feature_names[1])\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hide_input": true,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# $k$-NN has irregular and non-linear decision boundaries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x900 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "\n",
+    "\n",
+    "h = 0.02  # step size in the mesh\n",
+    "\n",
+    "names = [\n",
+    "    \"Nearest Neighbors\",\n",
+    "]\n",
+    "\n",
+    "classifiers = [\n",
+    "    KNeighborsClassifier(3),\n",
+    "]\n",
+    "\n",
+    "X, y = make_classification(\n",
+    "    n_features=2, n_redundant=0, n_informative=2, random_state=1, n_clusters_per_class=1\n",
+    ")\n",
+    "rng = np.random.RandomState(2)\n",
+    "X += 2 * rng.uniform(size=X.shape)\n",
+    "linearly_separable = (X, y)\n",
+    "\n",
+    "datasets = [\n",
+    "    make_moons(noise=0.3, random_state=0),\n",
+    "    make_circles(noise=0.2, factor=0.5, random_state=1),\n",
+    "    linearly_separable,\n",
+    "]\n",
+    "\n",
+    "figure = plt.figure(figsize=(9, 9))\n",
+    "i = 1\n",
+    "# iterate over datasets\n",
+    "for ds_cnt, ds in enumerate(datasets):\n",
+    "    # preprocess dataset, split into training and test part\n",
+    "    X, y = ds\n",
+    "    X = StandardScaler().fit_transform(X)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(\n",
+    "        X, y, test_size=0.4, random_state=42\n",
+    "    )\n",
+    "\n",
+    "    x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n",
+    "    y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
+    "\n",
+    "    # just plot the dataset first\n",
+    "    cm = plt.cm.RdBu\n",
+    "    cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n",
+    "    ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
+    "    if ds_cnt == 0:\n",
+    "        ax.set_title(\"Input data\")\n",
+    "    # Plot the training points\n",
+    "    ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\")\n",
+    "    # Plot the testing points\n",
+    "    ax.scatter(\n",
+    "        X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.3, edgecolors=\"k\"\n",
+    "    )\n",
+    "    ax.set_xlim(xx.min(), xx.max())\n",
+    "    ax.set_ylim(yy.min(), yy.max())\n",
+    "    ax.set_xticks(())\n",
+    "    ax.set_yticks(())\n",
+    "    i += 1\n",
+    "\n",
+    "    # iterate over classifiers\n",
+    "    for name, clf in zip(names, classifiers):\n",
+    "        ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
+    "        clf.fit(X_train, y_train)\n",
+    "        score = clf.score(X_test, y_test)\n",
+    "\n",
+    "        # Plot the decision boundary. For that, we will assign a color to each\n",
+    "        # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "        if hasattr(clf, \"decision_function\"):\n",
+    "            Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
+    "        else:\n",
+    "            Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
+    "\n",
+    "        # Put the result into a color plot\n",
+    "        Z = Z.reshape(xx.shape)\n",
+    "        ax.contourf(xx, yy, Z, cmap=cm, alpha=0.8)\n",
+    "\n",
+    "        # Plot the training points\n",
+    "        ax.scatter(\n",
+    "            X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\"\n",
+    "        )\n",
+    "        # Plot the testing points\n",
+    "        ax.scatter(\n",
+    "            X_test[:, 0],\n",
+    "            X_test[:, 1],\n",
+    "            c=y_test,\n",
+    "            cmap=cm_bright,\n",
+    "            edgecolors=\"k\",\n",
+    "            alpha=0.6,\n",
+    "        )\n",
+    "\n",
+    "        ax.set_xlim(xx.min(), xx.max())\n",
+    "        ax.set_ylim(yy.min(), yy.max())\n",
+    "        ax.set_xticks(())\n",
+    "        ax.set_yticks(())\n",
+    "        if ds_cnt == 0:\n",
+    "            ax.set_title(name)\n",
+    "        ax.text(\n",
+    "            xx.max() - 0.3,\n",
+    "            yy.min() + 0.3,\n",
+    "            (\"%.2f\" % score).lstrip(\"0\"),\n",
+    "            size=15,\n",
+    "            horizontalalignment=\"right\",\n",
+    "        )\n",
+    "        i += 1\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "hide_input": true,
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x900 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.datasets import make_moons, make_circles, make_classification\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "\n",
+    "\n",
+    "h = 0.02  # step size in the mesh\n",
+    "\n",
+    "names = [\n",
+    "    \"Nearest Neighbors\",\n",
+    "]\n",
+    "\n",
+    "classifiers = [\n",
+    "    KNeighborsClassifier(3),\n",
+    "]\n",
+    "\n",
+    "X, y = make_classification(\n",
+    "    n_features=2, n_redundant=0, n_informative=2, random_state=1, n_clusters_per_class=1\n",
+    ")\n",
+    "rng = np.random.RandomState(2)\n",
+    "X += 2 * rng.uniform(size=X.shape)\n",
+    "linearly_separable = (X, y)\n",
+    "\n",
+    "datasets = [\n",
+    "    make_moons(noise=0.3, random_state=0),\n",
+    "    make_circles(noise=0.2, factor=0.5, random_state=1),\n",
+    "    linearly_separable,\n",
+    "]\n",
+    "\n",
+    "figure = plt.figure(figsize=(9, 9))\n",
+    "i = 1\n",
+    "# iterate over datasets\n",
+    "for ds_cnt, ds in enumerate(datasets):\n",
+    "    # preprocess dataset, split into training and test part\n",
+    "    X, y = ds\n",
+    "    X = StandardScaler().fit_transform(X)\n",
+    "    X_train, X_test, y_train, y_test = train_test_split(\n",
+    "        X, y, test_size=0.4, random_state=42\n",
+    "    )\n",
+    "\n",
+    "    x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n",
+    "    y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
+    "\n",
+    "    # just plot the dataset first\n",
+    "    cm = plt.cm.RdBu\n",
+    "    cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n",
+    "    ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
+    "    if ds_cnt == 0:\n",
+    "        ax.set_title(\"Input data\")\n",
+    "    # Plot the training points\n",
+    "    ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\")\n",
+    "    # Plot the testing points\n",
+    "    ax.scatter(\n",
+    "        X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.3, edgecolors=\"k\"\n",
+    "    )\n",
+    "    ax.set_xlim(xx.min(), xx.max())\n",
+    "    ax.set_ylim(yy.min(), yy.max())\n",
+    "    ax.set_xticks(())\n",
+    "    ax.set_yticks(())\n",
+    "    i += 1\n",
+    "\n",
+    "    # iterate over classifiers\n",
+    "    for name, clf in zip(names, classifiers):\n",
+    "        ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
+    "        clf.fit(X_train, y_train)\n",
+    "        score = clf.score(X_test, y_test)\n",
+    "\n",
+    "        # Plot the decision boundary. For that, we will assign a color to each\n",
+    "        # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "        if hasattr(clf, \"decision_function\"):\n",
+    "            Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
+    "        else:\n",
+    "            Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
+    "\n",
+    "        # Put the result into a color plot\n",
+    "        Z = Z.reshape(xx.shape)\n",
+    "        ax.contourf(xx, yy, Z, cmap=cm, alpha=0.8)\n",
+    "\n",
+    "        # Plot the training points\n",
+    "        ax.scatter(\n",
+    "            X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\"\n",
+    "        )\n",
+    "        # Plot the testing points\n",
+    "        ax.scatter(\n",
+    "            X_test[:, 0],\n",
+    "            X_test[:, 1],\n",
+    "            c=y_test,\n",
+    "            cmap=cm_bright,\n",
+    "            edgecolors=\"k\",\n",
+    "            alpha=0.6,\n",
+    "        )\n",
+    "\n",
+    "        ax.set_xlim(xx.min(), xx.max())\n",
+    "        ax.set_ylim(yy.min(), yy.max())\n",
+    "        ax.set_xticks(())\n",
+    "        ax.set_yticks(())\n",
+    "        if ds_cnt == 0:\n",
+    "            ax.set_title(name)\n",
+    "        ax.text(\n",
+    "            xx.max() - 0.3,\n",
+    "            yy.min() + 0.3,\n",
+    "            (\"%.2f\" % score).lstrip(\"0\"),\n",
+    "            size=15,\n",
+    "            horizontalalignment=\"right\",\n",
+    "        )\n",
+    "        i += 1\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# $k$-NN Issues and Remedies\n",
+    "\n",
+    "#### Hint: Achilles' heel is the distance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# First issue: the feature range matters!\n",
+    "\n",
+    "- So far we assumed we use **Euclidean distance** to find the nearest neighbor but:\n",
+    "\n",
+    "$$ d(\\bx,\\bv) = \\sqrt{\\sum_{i=1}^D  (x_i - v_i)^2} \\qquad \\text{with}~~\\bx,\\bv \\in \\mathbb{R}^D$$\n",
+    "\n",
+    "- Euclidean distance treats each feature as **equally important** (each axis in the vector)\n",
+    "- However **some features (dimensions) may be much more discriminative than other features**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(0)\n",
+    "N_samples = 50\n",
+    "# samples points for class 1\n",
+    "X_1 = np.random.uniform(50, 200, N_samples)\n",
+    "X_1 = np.vstack((X_1, (1,)*N_samples))\n",
+    "# samples points for class 2\n",
+    "X_2 = np.random.uniform(50, 200, N_samples)\n",
+    "X_2 = np.vstack((X_2, (2,)*N_samples))\n",
+    "X = np.concatenate((X_1, X_2))\n",
+    "# data\n",
+    "X = np.concatenate((X_1, X_2), axis=1)\n",
+    "# labels\n",
+    "labels = X[1, ...]\n",
+    "# Plot also the training points\n",
+    "plt.scatter(\n",
+    "    x=X[0, ...],\n",
+    "    y=X[1, ...],\n",
+    "    c=labels,\n",
+    "    cmap='jet',\n",
+    ")\n",
+    "# Code below wants Nx2\n",
+    "X = X.T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Let's try to see what happens with $k$=1 so we make sure we fit well (overfit) the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "hide_input": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [2]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, labels)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(5, 5))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=labels,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"2-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "hide_input": true,
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [2]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, labels)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(5, 5))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=labels,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"2-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Who believes this is a good separation?"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Let's look at the data with axis \"equal\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot also the training points\n",
+    "plt.scatter(\n",
+    "    x=X[...,0],\n",
+    "    y=X[...,1],\n",
+    "    c=labels,\n",
+    "    cmap='jet',\n",
+    ");\n",
+    "plt.axis('equal');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# The previous decision boundary is really non-sense\n",
+    "- Feature on **first axis** has **no label information**, but its scale is **large**\n",
+    "- Feature on **second axis**  **is discriminative** but its scale is **small**\n",
+    "\n",
+    "**The large scale** of irrelevant feature dominates in the distance computation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "variables": {
+     "_ = plt.hist(X[..., 0], bins=20, range=(X.min(), X.max())) ": "<img src=\"data:image/png;base64,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\n\"/>"
+    }
+   },
+   "source": [
+    "# Feature 1 (on the x-axis of the plot) \n",
+    "\n",
+    "Values around ~150"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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hoerTp49SUlJ06NAhrVu3TkOHDq308eHh4VctvrpcLpfS09MVEREhh8NR6/HsqD70KP03VfNGXU7Pnj2tGThhgzXjSoqIiLDu+WpR3d7+nr16TVr4u/Y3lj2fJds8N7xioGZf7j8KCgqUmZl5zfUsDR/NmzdXTk6OJOm6667z3F92ed++fVWGD4fD4dM3Jl+PZ0f1oUeU54/zXVqzPz1fa1qnP/VoB/74uwqUmn3xXK3u4y094bRr166e5bKfA126dMmz7I+TBgAAas7S8DFw4EDP8nfffedZPn36tGf5jjvusLIEAABgM5aGj5iYGP3whz+UJG3YsEHnzp1TVlaW0tLSJF0OHtHR0VaWAAAAbMbScz4cDofi4+O1dOlSrVu3Tvfcc49KSkrUsWNHRUVFKTY2VsHBRq7wDgAAbMLyPb/T6dTYsWM1duxYqzcFAAD8AP+rLQAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADAquK4LAFA7Nz3/YV2XAABe4cgHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKKPh4ze/+Y26du2qrl27auTIkSY3DQAAbMJY+EhJSdHHH39sanMAAMCmjISPixcv6uWXX1aPHj1MbA4AANiYkfARHx+vpk2b6tFHHzWxOQAAYGPBVm8gKytLixcv1tKlS3X48GGvHutyueRyuWpdQ+kYvhjLrupDj1Lg91df+OPz1dta/bFHO/DH35e/1+zL52p1x7A8fPzf//2ffv7zn6tXr15eh4/MzEyf1pKenu7T8eyoPvQI/xf+UtLlhYSTdVuIF255YUPNHuhHPdpBjX/PdWj37t11XYLXKqvZ5P7D0vCxdu1aZWZm6i9/+UuNHh8eHq6QkJBa1+FyuZSenq6IiAg5HI5aj2dH9aFH6b+pmjdzADbSs2dP6wZPsCaMla3Zl/uPgoKCah04sCx85Obm6rXXXtOUKVPUunXrGo3hcDh8uiP19Xh2VB96BAA78cf33Mpq9sX+o7qPtyx8pKSkKC8vT3FxcYqLi5MkFRcXe36elpamyMhIhYWFad26dVaVAQAAbMay8PHQQw/poYceKnff6tWrNXXqVElS7969tWzZMqs2DwAAbIrLqwMAAKOMhI9vv/1WkZGRmjFjhue+0o9dFi5caKIEAABgE5Z/1VaSOnTooJ07d5rYFAAAsDk+dgEAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGBVs5+OrVq5WUlKQDBw4oLy9P58+fV9u2bdW7d2+NHj1at99+u5WbBwAANmTpkY+EhARlZGRo7ty52rZtm9555x25XC4lJiZq2LBh2rx5s5WbBwAANmT5xy5PPvmkunXrJkmKiIjQmDFjJEnFxcWaNWuW1ZsHAAA2Y+nHLvPmzVOzZs3K3XfzzTd7lo8fP27l5gEAgA1ZGj5CQ0Mr3Jedne1ZDg8Pv+rjXS6XXC5XresoHcMXY9lVfehRCvz+APgff3xfKluzL/cf1R3D0vBRmdLzPBo0aKCnn376qutmZmb6dNvp6ek+Hc+O6kOPAGAnt7ywoa5L8Nru3bsr3Gdy/2E0fKSkpGjjxo0KCQlRXFyc+vfvf9X1w8PDFRISUuvtulwupaenKyIiQg6Ho9bj2VF96FH6b6pOOFnXZQCAX+vZs6dn2Zf7j4KCgmodODAWPhITEzV16lRFRkbqlVdeUefOna/5GIfD4dMdqa/Hs6P60CMAoHYq20/4Yv9R3cdb/m2X8+fP68UXX9SMGTM0ffp0LVu2zBM8Zs2apdzcXKtLAAAANmJp+Ni6dasGDhyovXv3as6cOYqMjNShQ4eUlZWlrKwsLVq0SHl5eVaWAAAAbMbSj12mT5/u+TrtqFGjrNwUAADwE/zfLgAAwChLj3xw+XQAAHAljnwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAqGCrN5CXl6eFCxdq48aNOnXqlJxOpyIiIjR27Fj169fP6s0DAACbsfTIR35+vh599FEtXLhQN954o1JTU7VkyRLt2rVLo0eP1tq1a63cPAAAsCFLw8e8efOUmZkpSXr44YfVpEkTde/eXXfddZcuXbqkGTNm6OzZs1aWAAAAbMay8OF2u7VmzRrP7fbt23uWO3ToIEkqKCjQ+vXrrSoBAADYkGXnfBw7dkzZ2dme282aNfMsN23a1LO8d+9eDR8+vNxjL126JEk6f/68XC5XrWspHS8/P18NGgTmObb1oUfpcp83t7L8VCUACGh5eXmeZV/uPy5evFhuzKpY9i7+3XfflbvtcDj+t9Hg4CrXk6TCwkJJ0jfffOPTmg4ePOjT8eyoPvQ468dt67oEAPBrpadElOXL/UdhYWG5gw5XsuWfkC1bttRNN92kRo0aBfRf8QAABJJLly6psLBQLVu2vOp6loWPNm3alLtd9uOTkpISz3LbthX/ig0ODq7weAAAYH9XO+JRyrLDCjfeeKNatWrluZ2fn+9ZPn/+vGc5IiLCqhIAAIANWRY+goKCNHjwYM/tkydPepZPnDghSWrSpImio6OtKgEAANiQpSdUTJo0Sbfeeqsk6b333tOFCxe0f/9+bdu2TUFBQXrxxRcVGhpqZQkAAMBmgtxut9vKDZw7d04LFizQxo0bdfr0aTVs2NBzefUf/OAHVm46YC7tvnr1aiUlJenAgQPKy8vT+fPn1bZtW/Xu3VujR4/W7bff7ll3zpw5mjt3bqXjhISE6PPPPzdVtleOHTumH/3oR1X+/M0339QDDzzguZ2amqq//e1vSk9PV1FRka6//npFRUVp/Pjx1fq8sa48//zz5a5/U5mlS5fqrrvu8pu5PHr0qOLi4pScnCxJGjx4sOLi4ipd15t5s9Prtzo9njhxQosWLdKePXt0+vRpZWdnq2HDhurSpYuio6M1YsQIOZ3Oco/p2rVrldt87rnnNGbMGN83U4XqzuPVnsO33XabEhMTy93nb/N4rfciSerbt6+WLVvmuW2HefRmPyFJX3zxhf76179q586dunDhgtq0aaN7771XEyZMqHAuZlFRkd5++22tW7dOx44dU4MGDdStWzeNHDmy3PuyNyz/KkmLFi00ZcoUJSUlaffu3dqxY4cWL15sefAIpEu7JyQkKCMjQ3PnztW2bdv0zjvvyOVyKTExUcOGDdPmzZvrukSjVq5cqSeeeEJbt27V7NmztX37dvXu3VsLFizQ8OHDy51T5I+CgoLquoRqmz17tmJiYnTkyJFrruvNvNnp9VvdHg8fPqzly5erX79+Sk5O1vbt2zVkyBClp6fr1Vdf1eOPP67i4mJDVXvHm3n0hj/Oo7/yZj/xr3/9Sw8//LCSkpL03HPPKS0tTYMHD9by5cs1dOhQnTp1yrOuy+XS+PHj9ac//UkNGjTQli1btG7dOn3zzTd66qmnNH/+/BrVa8uv2vrC1S7t/sknn2jGjBm6++67/eZjnyeffFLdunWTdPkk3TFjxuiPf/yjiouLNWvWLN13332edYcPH17hwm2SbP+15Xbt2untt9+u9GfXX3+9JOnMmTOaOXOm3G63unbt6gmxw4cP16pVq5SRkaH4+Hg9++yzpsr2WlXzM23aNB05cqTcXyh2n8usrCytWbNGa9as0YEDB6pcz9t5s9Prt7o9SlLHjh01efJkT4CcMmWK3n//feXk5CgtLU1JSUkVznP76KOPKh3L5Df+vOlRkp555hndf//9Fe6/8siOv86jVPm87Nu3T1OmTNGAAQOqtb5kdh6rs58oKirStGnTVFxcrBYtWmjw4MEKCgrSyJEjNXfuXH377beKi4vTG2+8IUlasWKFUlNTJV0+UtSyZUu1bNlSUVFRWrZsmebOnasf//jHuu2227yqNSDDhzeXdq/sjd1u5s2bV+GQ9M033+xZPn78eLmf5eTkaO7cudqzZ4/y8vLUqVMnRUdH67HHHjNSb0253W5t2LBBGzZs0LfffqtWrVrp+9//vmJjYz39f/TRR7pw4YIkKSwszPPYssurVq2ybfi44YYbdN111+mWW24pd/++ffu0e/duTZ48udwVgO0+l3PmzKnWet7Mm91ev9XtMTIyUitXrix35Kphw4bq1KmTcnJyJFV8rUrSZ599prVr1+ro0aNq2rSp7rzzTo0bN67ctwWtVt0eS504cUKvv/669u3bp6KiInXp0kUxMTEaMmSIZx1/nUen06nbb7+9wmtUkl5//XW1atWq0nrreh6ru5/497//rf/85z+SLs9J6fO1VatWCgkJUUFBgTZu3Khz586pRYsWWrVqlWeMyl67LpdLq1ev1u9+9zuv6rXHn08+5s2l3f1BaGhohb8oyvYXHh5e7meZmZmaOHGiNmzYoBdeeEEZGRl67bXXNHr0aBUVFRmpuSays7MVFhamNWvW6N1331WjRo20cuVKDRo0yDNX6enpnvXLzmXZOT579qyOHj1qrnAvTJo0ScOGDatw/9y5cyt9U/PXubySN/Pmr69fp9NZ6V/wV3utSpcvR71ixQq9//776tChgz788EMNHTrU1h+nHjx4UC+99JI+/vhjjR07Vrt27dL06dM94VHy3/fhdu3aafXq1RXu//LLL/XJJ59o9OjR5eovVdfzWN39RFWvxbK3S0pK9OWXX6qoqEgZGRmen1c1h2XHrK6ADB+1ubS7vyh9Qjdo0EBPP/205/5Ro0bp3Xff1a233iqn06lBgwbp3nvvlSRt375d//znP+ug2mtr3769tmzZopiYGAUHB+vWW2/VM888I+nydWGmT58u6fLh+1Jl57Ls8pXr2V1GRoY++eQTPfHEE+Ve0P46l5XxZt4C6fWbmZmpY8eOSZL69Omju+++u9zPU1JSNH78eDmdTnXo0EEvvfSSJKm4uFjTp0/3/FcTdvLcc8/prbfeUocOHRQSEqJx48ape/fukqTExETPyZyBNI/S5SMLVR31sOs8VrafqOq1eOXtM2fOKCcnp9wFQn05hwEZPgJdSkqKNm7cqJCQEM2ePVv9+/f3/KxFixYV0uwdd9zhWU5KSjJWpzeCg4N13XXXlbuvZ8+enuX9+/fb9mhGbc2bN08tW7bUiBEjyt3vr3OJy4qKivTyyy/L7XZrwIABio+Pr3AycdmPIiSpW7duatSokaTLb/67du0yVm91hYaGemosFejPy4yMDG3atEmPP/54pd+ms+M8Xm0/YQcBGT5qc2l3u0tMTNSkSZMUGRmptWvXKioq6pqPKXuNfX/5K0O6vPMt6/Tp0+UOa5edy7LLktmTvGpj//79SkpK0qhRo6r1FWF/nUtv5i0QXr/Z2dkaO3asvvjiC02bNk2LFi1S8+bNq/XYss97f5njyp6XgTCPpebPn6+WLVtq5MiR1X5MXc7j1fYTVb0Wr7zdpk0btWrVqtzRDl/OYUCGj0C8tPv58+f14osvasaMGZo+fbqWLVumzp07S5JmzZql3Nxcz/KVT6jSn0lS69atzRXthfXr12vPnj3l7itbt3S59rJzduVXM8uud8MNN1hUqW/Nnz9fLVq0qPQEUn+dy8p4M2/+/vpNTU3VoEGD5HQ6lZiYqFGjRikoKEhbt27V+vXrPett3bpVn376aYXHnzt3zrNstznOzc1VfHx8hftLT6iV/lezv89jqQMHDmjjxo1V/oFgp3mszn6iqtdi2dvBwcHq0aOHnE5nuWuY+HIOAzJ8BNql3bdu3aqBAwdq7969mjNnjiIjI3Xo0CFlZWUpKytLixYtUl5eniRp0aJFFb7HXnanfs899xitvbpKDxGWVbbuzp076+abb1Z0dLQaN24s6X9zKZWf45iYGL+4VsbBgwev+qbmr3NZGW/mzV9fv/n5+fr973+vcePGafDgwZo6daouXrzoeZ0mJycrJSXFs35aWlqFExszMjI85we0aNFCvXr1MtrDteTl5WnOnDkVdlplTxotfV766zxe6Wp/IEj2mcfq7icGDBjg+Yi77Jzk5uaqoKBAknT//fd7jtzExMR41in72i1dbtCggQYNGuR1vQEZPqTAurT79OnTdfz4cWVkZGjUqFGKjo4u9+9KcXFxOnv2rIqLi/XBBx9oy5YtkqQePXrY5iualUlISNDOnTvldrt1+PBhz/fMnU6nZsyYIeny4b0XXnhBQUFByszMVGpqqoqKirRixQpJl8/onjBhQp314I358+erWbNmV50Tf53LK3k7b/74+t24caNWrFih4uJixcfHV3idLl++vMJjkpOTtWnTJrlcLp06dUozZ86UdPkNffr06ZV+q6KuuVwuzZw5U/n5+SosLNTixYv11VdfSZIGDBigBx980LOuP85jWVlZWdqwYYMee+yxq34saod5rO5+wul06pVXXlHDhg117tw5rV27ViUlJZ7nZ/v27TV16lTP+o888oj69u0rSXr//feVm5urEydOeM7tmTBhwlWv8FoVyy+vXpfq8tLuvnTfffdVen2AsjZt2qQbbrhBCxcu1Pbt25WVlaW8vDwVFhaqU6dOeuCBBzR27Fg1adLEUNXeSU1N1QcffKA9e/YoJydHubm5at26tfr27avY2NgKT+7PPvtMb731lvbu3auSkhK1a9dOP/nJTxQbG1vtz9br0qFDh/Tggw9q4sSJmjRpUqXr+MNcxsbGKi0tTYWFhZ6v/jZs2FCNGzdWWFiY1q1bV259b+bNLq/f6va4evXqcm/alSl7Oe/09HStXLlSn3/+uc6ePavs7Gw1b95cvXr10pgxYxQZGWltY2VUt8eCggItXrxY27dv15EjR3Tu3Dm53W516dJFDz30kEaMGFHhGxT+No9lTZ48WZ9++qk2b95c5fuKXebRm/2EdPlo1YIFC7Rz505dvHhRrVu39lxevV27duUeV1hYqL///e9KTEwsd3n1ESNG1PjIVUCHDwAAYD8B+7ELAACwJ8IHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAqP8HwvQ9jiCnFZQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = plt.hist(X[..., 0], bins=20, range=(X.min(), X.max()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "variables": {
+     "_ = plt.hist(X[..., 1], bins=20, range=(X.min(),5)) ": "<img src=\"data:image/png;base64,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\n\"/>"
+    }
+   },
+   "source": [
+    "# Feature 2 (on the y-axis of the plot) \n",
+    "\n",
+    "Values around 0 and 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = plt.hist(X[..., 1], bins=20, range=(X.min(),5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Idea: Normalize features to be on the same scale"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Min-Max Normalization\n",
+    "\n",
+    "$ \\forall~ \\text{dimension}$, **linearly** scales the features to be in the range $[0,1]$\n",
+    "\n",
+    "$$ \\bx^{\\prime} = \\frac{\\bx - \\bx_{\\min}}{\\bx_{\\max} - \\bx_{\\min}}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot also the training points\n",
+    "plt.scatter(\n",
+    "    x=X[:, 0],\n",
+    "    y=X[:, 1],\n",
+    "    c=labels,\n",
+    "    cmap='jet',\n",
+    ")\n",
+    "# MinMax Normalization\n",
+    "maxX, minX = X.max(axis=0), X.min(axis=0)\n",
+    "X_old = np.copy(X)\n",
+    "X = (X - minX)/(maxX - minX)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "variables": {
+     "_=plt.scatter(x=X[:, 0],y=X[:, 1],c=labels, cmap='jet');plt.axis('equal');": "<img 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\n\"/>"
+    }
+   },
+   "source": [
+    "# After (Focus on the  Axis range)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_=plt.scatter(x=X[:, 0],y=X[:, 1],c=labels, cmap='jet');plt.axis('equal');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [2]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, labels)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(5, 5))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=labels,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"2-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "hide_input": true,
+    "scrolled": false,
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.colors import ListedColormap\n",
+    "from sklearn import neighbors, datasets\n",
+    "\n",
+    "###################################################\n",
+    "h = 0.05  # step size in the mesh\n",
+    "n_neighbors = 1\n",
+    "##################################################\n",
+    "\n",
+    "# Create color maps\n",
+    "cm = ListedColormap([\"#a30401\", \"#0495dd\", \"#588f56\"])\n",
+    "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\", \"#7ddf74\"])\n",
+    "\n",
+    "\n",
+    "for dist in [2]:\n",
+    "    # we create an instance of Neighbours Classifier and fit the data.\n",
+    "    clf = neighbors.KNeighborsClassifier(\n",
+    "        n_neighbors, weights=\"uniform\", algorithm='brute', p=dist)\n",
+    "    clf.fit(X, labels)\n",
+    "\n",
+    "    # Plot the decision boundary. For that, we will assign a color to each\n",
+    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
+    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
+    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
+    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
+    "                         np.arange(y_min, y_max, h))\n",
+    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
+    "\n",
+    "    # Put the result into a color plot\n",
+    "    Z = Z.reshape(xx.shape)\n",
+    "    plt.figure(figsize=(5, 5))\n",
+    "    plt.contourf(xx, yy, Z, cmap=cm_bright)\n",
+    "\n",
+    "    # Plot also the training points\n",
+    "    plt.scatter(\n",
+    "        x=X[:, 0],\n",
+    "        y=X[:, 1],\n",
+    "        c=labels,\n",
+    "        cmap=cm,\n",
+    "    )\n",
+    "    plt.xlim(xx.min(), xx.max())\n",
+    "    plt.ylim(yy.min(), yy.max())\n",
+    "    plt.title(\n",
+    "        \"2-Class classification (k = %i, dist_p = '%i')\" % (n_neighbors, dist)\n",
+    "    )\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Now I like it much more! Split along 0.5 on feature 2!"
+   ]
+  },
+  {
+   "attachments": {
+    "immagine.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Take-away: decision boundaries give you a way to assess learning\n",
+    "\n",
+    "\n",
+    "## Very Fragmented decision boundaries $\\rightarrow$ probably overfit, model too specific\n",
+    "\n",
+    "![immagine.png](attachment:immagine.png)"
+   ]
+  },
+  {
+   "attachments": {
+    "image-2.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Regular decision boundaries $\\rightarrow$ probably underfit, model too generic.\n",
+    "## In this case is a good solution since problem was easy.\n",
+    "\n",
+    "![image-2.png](attachment:image-2.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Standardization\n",
+    "\n",
+    "- Assumption that $\\mathbf{X}$ is sampled from multi-variate Gaussian distribution\n",
+    "- **Center all the data in the center (origin)**. **Compute the mean and remove it.**\n",
+    "- **Rescale all axes so that the standard deviation is one.**\n",
+    "\n",
+    "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\mathbf{\\sigma}} $$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Feature Normalization in High-Dimensional Space $D\\gg1$\n",
+    "\n",
+    "- Feature normalization does not help in high-dimensional spaces if **most features are irrelevant**\n",
+    "- Assume that the dimensions (axis) are split into two sets: those of **irrelevant features** $\\mathcal{S}_{ir}$ and those of **good features** $\\mathcal{S}_{gd}$.\n",
+    "- $D = \\mid\\mathcal{S}_{ir}\\mid + \\mid\\mathcal{S}_{gd}\\mid$\n",
+    "- if $\\mid\\mathcal{S}_{ir}\\mid \\gg \\mid\\mathcal{S}_{gd}\\mid$, then **we have problems with k-NN**\n",
+    "\n",
+    "$$ d(\\bx,\\bv) = \\sqrt{\\sum_{i\\in \\mathcal{S}_{ir}}  \\underbrace{(x_i - v_i)^2}_{\\text{dominate}} + \\sum_{j\\in \\mathcal{S}_{gd}}  \\underbrace{(x_j - v_j)^2}_{\\text{good yet not used}} } \\qquad \\text{with}~~\\bx,\\bv \\in \\mathbb{R}^D$$\n",
+    "- Eliminate some features or learn which features are important (**Metric Learning**)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Feature Weighting\n",
+    "\n",
+    "We can try to learn a vector  $\\mbf{w} = [w_1,\\ldots,w_D]$ that scales each dimension in the Euclidean distance. \n",
+    "$$ d(\\bx,\\bv) = \\sqrt{\\sum_{i=1}^D  w_i(x_i - v_i)^2} \\qquad \\text{with}~~\\bx,\\bv \\in \\mathbb{R}^D$$\n",
+    "\n",
+    "- Can use our prior knowledge about which features are more important\n",
+    "- Can learn the weights  $w_i$ using cross-validation (to be covered later)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Note: `sklearn` offers off-the-shelf normalization with the class `StandardScaler()`\n",
+    "## Do not reinvent the wheel"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# $k$-NN and data embedded in a High Dimensional Space"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# $k$-NN and data embedded in a High Dimensional Space\n",
+    "\n",
+    "- In high-dimension, points are concentrated at the **boundary of the space (hypercube)**\n",
+    "- If the entire space is the **Unit Hyper-cube** points will probably be at the edge. Why?\n",
+    "####  What is the probability of a point to be lie in the center of 1 dimension?\n",
+    "\n",
+    "```\n",
+    "| eps | ------------- | eps |\n",
+    "0                           1\n",
+    "        length = 1\n",
+    "```\n",
+    "- Assuming points are sampled uniformly, prob. to be at the center is $p = (1-2\\epsilon)$\n",
+    "- So if $\\epsilon$ is small $p\\approx0.9$. In 1-D, for sure it is at the center."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# $k$-NN and data embedded in a High Dimensional Space\n",
+    "\n",
+    "- In high-dimension, points are concentrated at the **boundary of the space.**\n",
+    "- If the entire space is the **Unit Hyper-cube** points will probably be at the edge. Why?\n",
+    "####  What is the probability of a point to lie in the center in 2 dimensions?\n",
+    "\n",
+    "```\n",
+    "0,0                          1,0\n",
+    "| eps | ------------- | eps |\n",
+    "|                           |\n",
+    "|                           |         \n",
+    "|                           |\n",
+    "|                           |\n",
+    "|                           |\n",
+    "|                           |\n",
+    "| eps | ------------- | eps |\n",
+    "0,1        length = 1          1,1\n",
+    "```\n",
+    "- Assuming points are sampled uniformly, prob. to be at the center is $p = (1-2\\epsilon)^2$\n",
+    "- So if $\\epsilon$ is small $p\\approx0.81$. In 2-D, $p$ decreases."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# $k$-NN and data embedded in a High Dimensional Space\n",
+    "\n",
+    "- In high-dimension, points are concentrated at the **boundary of the space.**\n",
+    "- If the entire space is the **Unit Hyper-cube** points will probably be at the edge. Why?\n",
+    "####  What is the probability of a point to lie in the center in 128 dimensions?\n",
+    "\n",
+    "$p = (1-2\\epsilon)^{128}$ = 0.9^128 = 0.000001390084524"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# If most of the points are at the boundaries, how can $k$-NN work?\n",
+    "\n",
+    "## Are we doomed?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Recall: High-dimensional data may live on a subspace or manifold\n",
+    "\n",
+    "<img width=\"50%\" src=\"figs/manifold.png\" />"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Wrap-up of $k$-NN"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Complexity\n",
+    "Suppose we have $N$ examples each of dimension $D$:\n",
+    "- $\\mathcal{O}(D)$ to compute distance to one examples\n",
+    "- $\\mathcal{O}(ND)$ to compute distances to all examples\n",
+    "- Plus time to find $k$ closest examples"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "**Trade-off:**\n",
+    "- Very expensive for a large number of samples\n",
+    "- But we need a large number of samples for kNN to work well!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Reducing Complexity\n",
+    "\n",
+    "Various exact and approximate methods for reducing complexity:\n",
+    "- Reduce the dimensionality of the data (Feature Removal with cross-validation)\n",
+    "- Find projection to a lower dimensional space so that the distances between samples are approximated\n",
+    "- Use advanced data structures for fast search such as **K-D trees** and perform **ANN** (Approximate NN)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_style": "split",
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Advantages of $k$-NN\n",
+    "\n",
+    "- **[Key assumptions] The output varies smoothly wrt the input**\n",
+    "- Can be applied to the data from any distribution **(even multi-modal):**\n",
+    "- **Complex** decision boundaries that adapt to data density\n",
+    "- Very simple and intuitive\n",
+    "- Good classification if the number of samples is large enough"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_style": "split",
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "# Disadvantages of $k$-NN\n",
+    "\n",
+    "\n",
+    "- Sensitive to label noise (Sol: smoothing)\n",
+    "- Sensitive to scales of attributes (sol: feature norm)\n",
+    "- Distances are less meaningful in high dimensions\n",
+    "- Scales linearly with many examples"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Validation set or development set"
+   ]
+  },
+  {
+   "attachments": {
+    "image-2.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "Ok, we train on `train` split and we test on `test` split.\n",
+    "\n",
+    "**How do we select the distance and $k$ neighbours?**\n",
+    "\n",
+    "![image-2.png](attachment:image-2.png)"
+   ]
+  },
+  {
+   "attachments": {
+    "image-2.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "Ok we train on `train` split and we test on `test` split.\n",
+    "\n",
+    "**How do we select the distance and $k$ neighbours?**\n",
+    "\n",
+    "![image-2.png](attachment:image-2.png)"
+   ]
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": false,
+   "bibliofile": "biblio.bib",
+   "cite_by": "key",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
+  },
+  "notify_time": "5",
+  "rise": {
+   "autolaunch": true,
+   "overlay": "<div class='myheader'>Artificial Intelligence and Machine Learning - Unit II<img src='../sapienza_logo.png'/></div>",
+   "transition": "linear"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Summary",
+   "toc_cell": false,
+   "toc_position": {
+    "height": "47px",
+    "left": "1143px",
+    "top": "173px",
+    "width": "210.344px"
+   },
+   "toc_section_display": false,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/AA2425/course/08_supervised_learning_knn/08_supervised_learning_knn.ipynb b/AA2425/course/08_supervised_learning_knn/08_supervised_learning_knn.ipynb
index 9ed4446..62f9448 100644
--- a/AA2425/course/08_supervised_learning_knn/08_supervised_learning_knn.ipynb
+++ b/AA2425/course/08_supervised_learning_knn/08_supervised_learning_knn.ipynb
@@ -20,9 +20,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "skip"
     }
@@ -45,13 +44,14 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "from IPython.core.display import HTML\n",
+    "from IPython.display import Video\n",
     "\n",
     "HTML(\"\"\"\n",
     "<style>\n",
@@ -92,7 +92,6 @@
    "execution_count": 2,
    "metadata": {
     "hide_input": false,
-    "scrolled": false,
     "slideshow": {
      "slide_type": "skip"
     }
@@ -1086,6 +1085,32 @@
     "If you want to measure only the angle you can use the **cosine distance**."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<video controls  width=\"600\"  height=\"500\">\n",
+       " <source 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type=\"video/mp4\">\n",
+       " Your browser does not support the video tag.\n",
+       " </video>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Video object>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Video(\"media/MinkowskiScene.mp4\", embed=True, width=600, height=500)"
+   ]
+  },
   {
    "attachments": {
     "image.png": {
@@ -1269,12 +1294,23 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'seaborn'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[3], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mseaborn\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01msns\u001b[39;00m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m neighbors, datasets\n\u001b[0;32m      5\u001b[0m \u001b[38;5;66;03m# import some data to play with\u001b[39;00m\n",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'seaborn'"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -1301,13 +1337,19 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 4,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "data": {
@@ -1320,6 +1362,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "plt.scatter(*X.T, c=y, cmap='jet');\n",
     "plt.axis('equal');"
@@ -1339,14 +1382,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 5,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": false,
-    "scrolled": false,
     "slideshow": {
      "slide_type": "skip"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -1463,6 +1512,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -1514,7 +1564,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": 4,
+=======
    "execution_count": 6,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": true,
     "scrolled": true,
@@ -1524,6 +1578,17 @@
    },
    "outputs": [
     {
+<<<<<<< HEAD
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'sklearn'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[4], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcolors\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ListedColormap\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m neighbors, datasets\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m###################################################\u001b[39;00m\n\u001b[0;32m      5\u001b[0m h \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.05\u001b[39m  \u001b[38;5;66;03m# step size in the mesh\u001b[39;00m\n",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'"
+     ]
+=======
      "name": "stderr",
      "output_type": "stream",
      "text": [
@@ -1636,6 +1701,7 @@
      },
      "metadata": {},
      "output_type": "display_data"
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
     }
    ],
    "source": [
@@ -1702,13 +1768,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 7,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": false,
     "slideshow": {
      "slide_type": "skip"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -1753,6 +1826,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -1806,7 +1880,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 8,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": true,
     "scrolled": true,
@@ -1814,6 +1892,9 @@
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -1858,6 +1939,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -1923,12 +2005,19 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 9,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -1953,6 +2042,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -2071,14 +2161,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 10,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": true,
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -2103,6 +2199,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -2252,13 +2349,19 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 11,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "data": {
@@ -2271,6 +2374,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "np.random.seed(0)\n",
     "N_samples = 50\n",
@@ -2309,13 +2413,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 12,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": false,
     "slideshow": {
      "slide_type": "skip"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -2336,6 +2447,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -2386,14 +2498,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 13,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": true,
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -2414,6 +2532,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -2502,12 +2621,19 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 14,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "data": {
@@ -2520,6 +2646,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "# Plot also the training points\n",
     "plt.scatter(\n",
@@ -2564,6 +2691,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+=======
    "execution_count": 15,
    "metadata": {},
    "outputs": [
@@ -2578,6 +2710,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "_ = plt.hist(X[..., 0], bins=20, range=(X.min(), X.max()))"
    ]
@@ -2600,6 +2733,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+=======
    "execution_count": 16,
    "metadata": {},
    "outputs": [
@@ -2614,6 +2752,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "_ = plt.hist(X[..., 1], bins=20, range=(X.min(),5))"
    ]
@@ -2646,13 +2785,19 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 17,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "data": {
@@ -2665,6 +2810,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "# Plot also the training points\n",
     "plt.scatter(\n",
@@ -2695,6 +2841,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+=======
    "execution_count": 18,
    "metadata": {},
    "outputs": [
@@ -2709,19 +2860,26 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "_=plt.scatter(x=X[:, 0],y=X[:, 1],c=labels, cmap='jet');plt.axis('equal');"
    ]
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 19,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
-    "scrolled": false,
     "slideshow": {
      "slide_type": "skip"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -2742,6 +2900,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -2792,14 +2951,20 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
+   "execution_count": null,
+=======
    "execution_count": 20,
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "metadata": {
     "hide_input": true,
-    "scrolled": false,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+<<<<<<< HEAD
+   "outputs": [],
+=======
    "outputs": [
     {
      "name": "stderr",
@@ -2820,6 +2985,7 @@
      "output_type": "display_data"
     }
    ],
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
    "source": [
     "from matplotlib.colors import ListedColormap\n",
     "from sklearn import neighbors, datasets\n",
@@ -3267,7 +3433,11 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
+<<<<<<< HEAD
+   "version": "3.10.1"
+=======
    "version": "3.8.13"
+>>>>>>> 569acdf70d8801b18f0255240c1f6e8706220d43
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/AA2425/course/08_supervised_learning_knn/media/MinkowskiScene.mp4 b/AA2425/course/08_supervised_learning_knn/media/MinkowskiScene.mp4
new file mode 100644
index 0000000..aa5e8ef
Binary files /dev/null and b/AA2425/course/08_supervised_learning_knn/media/MinkowskiScene.mp4 differ