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دسته بندی دوره ها

Recommender Systems Complete Course Beginner to Advance

سرفصل های دوره

Practical Approach to Recommender System


1. Introduction
  • 1. Module and Instructor Introduction
  • 2. AI Sciences
  • 3. Course Outline
  • 4. Machine Learning Recommender Systems
  • 5. Deep Learning Recommender Systems
  • 6. Request for Your Honest Review
  • 7. Links for the Course's Materials and Codes.html

  • 2. Recommender Systems with Machine Learning
  • 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

  • 3. Deep Learning for Recommender Systems An Applied Approach
  • 1. Links for the Course's Materials and Codes.html
  • 2. Deep Learning Foundation for Recommender Systems Module Introduction
  • 3. Deep Learning Foundation for Recommender Systems Overview
  • 4. Deep Learning Foundation for Recommender Systems Deep Learning in Recommendation systems
  • 5. Deep Learning Foundation for Recommender Systems Inference After Training
  • 6. Deep Learning Foundation for Recommender Systems Inference Mechanism
  • 7. Deep Learning Foundation for Recommender Systems Embeddings and User Context
  • 8. Deep Learning Foundation for Recommender Systems Neutral Collaborative Filtering
  • 9. Deep Learning Foundation for Recommender Systems VAE Collaborative Filtering
  • 10. Deep Learning Foundation for Recommender Systems Strengths and Weaknesses of DL Models
  • 11. Deep Learning Foundation for Recommender Systems Deep Learning Quiz
  • 12. Deep Learning Foundation for Recommender Systems Deep Learning Quiz Solution
  • 13. Project Amazon Product Recommendation System Module Overview
  • 14. Project Amazon Product Recommendation System TensorFlow Recommenders
  • 15. Project Amazon Product Recommendation System Two Tower Model
  • 16. Project Amazon Product Recommendation System Project Overview
  • 17. Project Amazon Product Recommendation System Download Libraries
  • 18. Project Amazon Product Recommendation System Data Visualization with WordCloud
  • 19. Project Amazon Product Recommendation System Make Tensors from DataFrame
  • 20. Project Amazon Product Recommendation System Rating Our Data
  • 21. Project Amazon Product Recommendation System Random Train-Test Split
  • 22. Project Amazon Product Recommendation System Making the Model and Query Tower
  • 23. Project Amazon Product Recommendation System Candidate Tower and Retrieval System
  • 24. Project Amazon Product Recommendation System Compute Loss
  • 25. Project Amazon Product Recommendation System Train and Validation
  • 26. Project Amazon Product Recommendation System Accuracy vs Recommendations
  • 27. Project Amazon Product Recommendation System Making Recommendations
  • 28. Project Amazon Product Recommendation System THANK YOU Extra Video
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    مدت زمان: 491 دقیقه
    تاریخ انتشار: 29 دی 1401
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