Tutorvo

Item-Based Similarity: "Customers Who Bought X"

Lesson 4 of 815 minLab

This lesson is part of the course

In this lesson

You build the "customers who bought Salt & Ember also bought …" box from purchase data, and see why cosine beats a raw co-purchase share.

Buy the course once for $9.99 to unlock every lesson and lab, the final exam and the certificate – lifetime access, no subscription.

Lessons in this course

  1. The User–Item Ratings MatrixLab12 min Locked
  2. Cosine Similarity Between UsersLab15 min Locked
  3. User-Based Collaborative FilteringLab16 min Locked
  4. Item-Based Similarity: "Customers Who Bought X"Lab15 min Locked
  5. Popularity Baseline & Evaluation with MAELab15 min Locked
  6. Bag of Words: Counting Words with FormulasLab15 min Locked
  7. TF-IDF: Which Words Really MatterLab17 min Locked
  8. Sentiment Scoring with a Word LexiconLab16 min Locked