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Building Recommender Systems With Machine Learning And AI
TORRENT SUMMARY
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Building Recommender Systems with Machine Learning and AI/1. Getting Started/1. Udemy 101 Getting the Most From This Course.mp4
19.7 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/1. Udemy 101 Getting the Most From This Course.srt
4 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/2. [Activity] Install Anaconda, course materials, and create movie recommendations!.mp4
104.1 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/2. [Activity] Install Anaconda, course materials, and create movie recommendations!.srt
17.1 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/3. Course Roadmap.mp4
27.6 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/3. Course Roadmap.srt
9.9 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/4. Types of Recommenders.mp4
26.8 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/4. Types of Recommenders.srt
7.3 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/5. Understanding You through Implicit and Explicit Ratings.mp4
20.7 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/5. Understanding You through Implicit and Explicit Ratings.srt
9.6 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/6. Top-N Recommender Architecture.mp4
37.1 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/6. Top-N Recommender Architecture.srt
12.8 KB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/7. [Quiz] Review the basics of recommender systems..mp4
21.3 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/7. [Quiz] Review the basics of recommender systems..srt
9.8 KB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/1. [Activity] The Basics of Python.mp4
43 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/1. [Activity] The Basics of Python.srt
9.6 KB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/2. Data Structures in Python.mp4
24.4 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/2. Data Structures in Python.srt
10.4 KB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/3. Functions in Python.mp4
12.3 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/3. Functions in Python.srt
5.7 KB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/4. [Exercise] Booleans, loops, and a hands-on challenge.mp4
13.9 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/4. [Exercise] Booleans, loops, and a hands-on challenge.srt
6.9 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/1. TrainTest and Cross Validation.mp4
29 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/1. TrainTest and Cross Validation.srt
9.2 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/2. Accuracy Metrics (RMSE, MAE).mp4
40.3 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/2. Accuracy Metrics (RMSE, MAE).srt
9.3 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/3. Top-N Hit Rate - Many Ways.mp4
24.5 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/3. Top-N Hit Rate - Many Ways.srt
10.1 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/4. Coverage, Diversity, and Novelty.mp4
13.7 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/4. Coverage, Diversity, and Novelty.srt
11.9 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/5. Churn, Responsiveness, and AB Tests.mp4
60.9 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/5. Churn, Responsiveness, and AB Tests.srt
12.1 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/6. [Quiz] Review ways to measure your recommender..mp4
12.8 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/6. [Quiz] Review ways to measure your recommender..srt
6 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/7. [Activity] Walkthrough of RecommenderMetrics.py.mp4
64.3 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/7. [Activity] Walkthrough of RecommenderMetrics.py.srt
14.1 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/8. [Activity] Walkthrough of TestMetrics.py.mp4
54.4 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/8. [Activity] Walkthrough of TestMetrics.py.srt
11.9 KB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/9. [Activity] Measure the Performance of SVD Recommendations.mp4
21.6 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/9. [Activity] Measure the Performance of SVD Recommendations.srt
5.5 KB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/1. Our Recommender Engine Architecture.mp4
32.7 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/1. Our Recommender Engine Architecture.srt
16.3 KB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/2. [Activity] Recommender Engine Walkthrough, Part 1.mp4
37.9 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/2. [Activity] Recommender Engine Walkthrough, Part 1.srt
8.1 KB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/3. [Activity] Recommender Engine Walkthrough, Part 2.mp4
39.6 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/3. [Activity] Recommender Engine Walkthrough, Part 2.srt
8.7 KB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/4. [Activity] Review the Results of our Algorithm Evaluation..mp4
34.6 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/4. [Activity] Review the Results of our Algorithm Evaluation..srt
7 KB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/1. Content-Based Recommendations, and the Cosine Similarity Metric.mp4
61.6 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/1. Content-Based Recommendations, and the Cosine Similarity Metric.srt
19.8 KB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/2. K-Nearest-Neighbors and Content Recs.mp4
19.6 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/2. K-Nearest-Neighbors and Content Recs.srt
8.9 KB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/3. [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4
52.4 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/3. [Activity] Producing and Evaluating Content-Based Movie Recommendations.srt
11.4 KB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/4. [Activity] Bleeding Edge Alert! Mise en Scene Recommendations.mp4
46.5 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/4. [Activity] Bleeding Edge Alert! Mise en Scene Recommendations.srt
9.5 KB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/5. [Exercise] Dive Deeper into Content-Based Recommendations.mp4
24.1 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/5. [Exercise] Dive Deeper into Content-Based Recommendations.srt
9.3 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/1. Measuring Similarity, and Sparsity.mp4
59.1 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/1. Measuring Similarity, and Sparsity.srt
12 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/10. KNN Recommenders.mp4
24.8 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/10. KNN Recommenders.srt
9.1 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/11. [Activity] Running User and Item-Based KNN on MovieLens.mp4
23.8 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/11. [Activity] Running User and Item-Based KNN on MovieLens.srt
5.1 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/12. [Exercise] Experiment with different KNN parameters..mp4
41.3 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/12. [Exercise] Experiment with different KNN parameters..srt
9.7 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/13. Bleeding Edge Alert! Translation-Based Recommendations.mp4
21.3 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/13. Bleeding Edge Alert! Translation-Based Recommendations.srt
5.3 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/2. Similarity Metrics.mp4
30.7 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/2. Similarity Metrics.srt
20.9 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/3. User-based Collaborative Filtering.mp4
34.2 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/3. User-based Collaborative Filtering.srt
15.7 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/4. [Activity] User-based Collaborative Filtering, Hands-On.mp4
48.6 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/4. [Activity] User-based Collaborative Filtering, Hands-On.srt
10.7 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/5. Item-based Collaborative Filtering.mp4
52.3 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/5. Item-based Collaborative Filtering.srt
9.9 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/6. [Activity] Item-based Collaborative Filtering, Hands-On.mp4
26.8 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/6. [Activity] Item-based Collaborative Filtering, Hands-On.srt
5.4 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/7. [Exercise] Tuning Collaborative Filtering Algorithms.mp4
19.7 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/7. [Exercise] Tuning Collaborative Filtering Algorithms.srt
7.6 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/8. [Activity] Evaluating Collaborative Filtering Systems Offline.mp4
15.4 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/8. [Activity] Evaluating Collaborative Filtering Systems Offline.srt
2.8 KB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/9. [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.mp4
9.5 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/9. [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.srt
4.9 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/1. Principal Component Analysis (PCA).mp4
61.2 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/1. Principal Component Analysis (PCA).srt
15.7 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/2. Singular Value Decomposition.mp4
24.3 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/2. Singular Value Decomposition.srt
14.4 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/3. [Activity] Running SVD and SVD++ on MovieLens.mp4
37.5 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/3. [Activity] Running SVD and SVD++ on MovieLens.srt
7 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/4. Improving on SVD.mp4
23.1 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/4. Improving on SVD.srt
10 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/5. [Exercise] Tune the hyperparameters on SVD.mp4
11.9 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/5. [Exercise] Tune the hyperparameters on SVD.srt
4.4 KB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/6. Bleeding Edge Alert! Sparse Linear Methods (SLIM).mp4
26.5 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/4. [Activity] Playing with Tensorflow.mp4
145.6 MB
Building Recommender Systems with Machine Learning and AI/ReadMe.txt