Home Courses Netflix Movie recommendation system Computing Similarity matrices:Does movie-movie similarity work?

Computing Similarity matrices:Does movie-movie similarity work?

Instructor: Applied AI Course Duration: 6 mins

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Computing Similarity matrices:Movie-Movie similarity

ML Models:Surprise library

Netflix Movie Recommendation System

1.1

Business/Real world problem:Problem definition

6 min

1.2

Objectives and constraints

7 min

1.3

Mapping to an ML problem:Data overview

4 min

1.4

Mapping to an ML problem:ML problem formulation

5 min

1.5

Exploratory Data Analysis:Data preprocessing

7 min

1.6

Exploratory Data Analysis:Temporal Train-Test split.

6 min

1.7

Exploratory Data Analysis:Preliminary data analysis.

15 min

1.8

Exploratory Data Analysis:Sparse matrix representation

8 min

1.9

Exploratory Data Analysis:Average ratings for various slices

8 min

1.10

Exploratory Data Analysis:Cold start problem

5 min

1.11

Computing Similarity matrices:User-User similarity matrix

20 min