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adds collaborative filtering notebook example #36

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Merged
merged 12 commits into from
Oct 18, 2024
Merged

adds collaborative filtering notebook example #36

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c11c1e1
wip: first pass at working collaborative filtering in redisvl
justin-cechmanek Oct 9, 2024
b254c33
cleans up collab filtering notebook. updates user schema
justin-cechmanek Oct 10, 2024
9778b0a
fixes dataframe merging on movie ids
justin-cechmanek Oct 11, 2024
ff02e49
wip: adding bloom filtering to collaborative notebook
justin-cechmanek Oct 13, 2024
c17af34
fully working collaborative filtering with bloomfilter notebook
justin-cechmanek Oct 14, 2024
a36f4bb
cleans up schema and notebook cells
justin-cechmanek Oct 14, 2024
fcaffb4
replaces for loop bloom filter check with mexists()
justin-cechmanek Oct 14, 2024
2edd5b2
adds surprise to requirements.txt
justin-cechmanek Oct 14, 2024
e497231
fixes typo in schema
justin-cechmanek Oct 15, 2024
2679470
adds reference to README, fixes typos
justin-cechmanek Oct 16, 2024
39704ae
stores user vector and watched list in Redis json
justin-cechmanek Oct 16, 2024
9eb4067
computes predicted rating from vector distance. Updates comments abou…
justin-cechmanek Oct 18, 2024
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1 change: 1 addition & 0 deletions README.md
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Expand Up @@ -99,6 +99,7 @@ For further insights on enhancing RAG applications with dense content representa
| Recipe | Description |
| --- | --- |
| [/recommendation-systems/content_filtering.ipynb](python-recipes/recommendation-systems/content_filtering.ipynb) | Intro content filtering example with redisvl |
| [/recommendation-systems/collaborative_filtering.ipynb](python-recipes/recommendation-systems/collaborative_filtering.ipynb) | Intro collaborative filtering example with redisvl |

### See also
An exciting example of how Redis can power production-ready systems is highlighted in our collaboration with [NVIDIA](https://developer.nvidia.com/blog/offline-to-online-feature-storage-for-real-time-recommendation-systems-with-nvidia-merlin/) to construct a state-of-the-art recommendation system.
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