1. Links for the Course's Materials and Codes.html
2. Motivation for Recommender System Recommender Systems Overview
3. Motivation for Recommender System Introduction to Recommender Systems
4. Motivation for Recommender System Recommender Systems Process and Goals
5. Motivation for Recommender System Generations of Recommender Systems
6. Motivation for Recommender System Nexus of AI and Reccommender Systems
7. Motivation for Recommender System Applications and Real World Challenges
8. Motivation for Recommender System Quiz
9. Motivation for Recommender System Quiz Solution
10. Basic of Recommender System Overview
11. Basic of Recommender System Taxanomy of Recommender Systems
12. Basic of Recommender System ICM
13. Basic of Recommender System User Rating Matrix
14. Basic of Recommender System Quality of Recommender System
15. Basic of Recommender System Online Evaluation Techniques
16. Basic of Recommender System Offline Evaluation Techniques
17. Basic of Recommender System Data Partitioning
18. Basic of Recommender System Important Parameters
19. Basic of Recommender System Error Metric Computation
20. Basic of Recommender System Content Based Filtering
21. Basic of Recommender System Collaborative Filtering and User Based Collaborative Filtering
22. Basic of Recommender System Item Model and Memory Based Collaborative Filtering
23. Basic of Recommender System Quiz
24. Basic of Recommender System Quiz Solution
25. Machine Learning for Recommender System Overview
26. Machine Learning for Recommender System Benifits of Machine Learning
27. Machine Learning for Recommender System Guidelines for ML
28. Machine Learning for Recommender System Design Approaches for ML
29. Machine Learning for Recommender System Content Based Filtering
30. Machine Learning for Recommender System Data Prepration for Content Based Filtering
31. Machine Learning for Recommender System Data Manipulation for Content Based Filtering
32. Machine Learning for Recommender System Exploring Genres in Content Based Filtering
33. Machine Learning for Recommender System tf-idf Matrix
34. Machine Learning for Recommender System Recommendation Engine
35. Machine Learning for Recommender System Making Recommendations
36. Machine Learning for Recommender System Item Based Collaborative Filtering
37. Machine Learning for Recommender System Item Based Filtering Data Prepration
38. Machine Learning for Recommender System Age Distribution for Users
39. Machine Learning for Recommender System Collaborative Filtering using KNN
40. Machine Learning for Recommender System Geographic Filtering
41. Machine Learning for Recommender System KNN Implementation
42. Machine Learning for Recommender System Making Recommendations with Collaborative Filtering
43. Machine Learning for Recommender System User Based Collaborative Filtering
44. Machine Learning for Recommender System Quiz
45. Machine Learning for Recommender System Quiz Solution
46. Project 1 Song Recommendation System using content based filtering Project Introduction
47. Project 1 Song Recommendation System using content based filtering Dataset Usage
48. Project 1 Song Recommendation System using content based filtering Missing Values
49. Project 1 Song Recommendation System using content based filtering Exploring Genres
50. Project 1 Song Recommendation System using content based filtering Occurence Count
51. Project 1 Song Recommendation System using content based filtering tf-idf Implementation
52. Project 1 Song Recommendation System using content based filtering Similarity Index
53. Project 1 Song Recommendation System using content based filtering Fuzzywuzzy Implementaion
54. Project 1 Song Recommendation System using content based filtering Find Closest Title
55. Project 1 Song Recommendation System using content based filtering Making Recommendations
56. Project 2 Movie Recommendation System using collaborative filtering Project Introduction
57. Project 2 Movie Recommendation System using collaborative filtering Dataset Discussion
58. Project 2 Movie Recommendation System using collaborative filtering Rating Plot
59. Project 2 Movie Recommendation System using collaborative filtering Count
60. Project 2 Movie Recommendation System using collaborative filtering Logrithm of Count
61. Project 2 Movie Recommendation System using collaborative filtering Active Users and Popular Movies
62. Project 2 Movie Recommendation System using collaborative filtering Create Collaborative Filter
63. Project 2 Movie Recommendation System using collaborative filtering KNN Implementation
64. Project 2 Movie Recommendation System using collaborative filtering Making Recommendations