README.md

XLab Recommendation class

This XLab repository contains variety of example notebooks to explore on recommendation systems, including,

• Movielens: Collaborative Filtering using scikit-learn
• LastFM: Collaborative Filtering using implicit feedback
• H&M: explore Kaggle dataset of H&M sales, make the collaborative filtering based on similar users, content-based recommendation from product images

Quick links

Inclass notebooks

Lab	Github	Google colab
00 intro to sparse matrix	00 github
01 matrix factorization movielens	01 github
02 collaborative filtering lastfm	02 github
03 pandas for simple data exploration	03 github
04 collaborative filtering memory-based	04 github
05 CLIP image search	05 github

Solution notebooks

Lab	Github	Google colab
00 intro to sparse matrix	00 solution github
01 matrix factorization movielens	01 solution github
02 collaborative filtering lastfm	02 solution github
03 pandas for simple data exploration	03 solution github
04 collaborative filtering memory-based	04 solution github
05 CLIP image search	05 solution github
06 Pre-trained CLIP image search	06 solution github

Homework

Github	Google colab
Homework Template