Building Recommender Systems with Machine Learning and AI/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/Visit Coursedrive.org.url |
124 B |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/ReadMe.txt |
220 B |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/Visit Coursedrive.org.url |
124 B |
Building Recommender Systems with Machine Learning and AI/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/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/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/2. [Activity] Install Anaconda, course materials, and create movie recommendations!.srt |
17 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/3. Course Roadmap.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/4. Types of Recommenders.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/5. Understanding You through Implicit and Explicit Ratings.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/6. Top-N Recommender Architecture.srt |
13 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/1. Getting Started/7. [Quiz] Review the basics of recommender systems..srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/1. [Activity] The Basics of Python.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/2. Data Structures in Python.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/3. Functions in Python.srt |
6 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/4. [Exercise] Booleans, loops, and a hands-on challenge.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/1. TrainTest and Cross Validation.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/2. Accuracy Metrics (RMSE, MAE).srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/3. Top-N Hit Rate - Many Ways.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/4. Coverage, Diversity, and Novelty.srt |
12 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/5. Churn, Responsiveness, and AB Tests.srt |
12 KB |
Building Recommender Systems with Machine Learning and AI/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/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/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/7. [Activity] Walkthrough of RecommenderMetrics.py.srt |
14 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/8. [Activity] Walkthrough of TestMetrics.py.srt |
12 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/9. [Activity] Measure the Performance of SVD Recommendations.srt |
6 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/1. Our Recommender Engine Architecture.srt |
16 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/2. [Activity] Recommender Engine Walkthrough, Part 1.srt |
8 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/3. [Activity] Recommender Engine Walkthrough, Part 2.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/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/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/Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/1. Content-Based Recommendations, and the Cosine Similarity Metric.srt |
20 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/2. K-Nearest-Neighbors and Content Recs.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/3. [Activity] Producing and Evaluating Content-Based Movie Recommendations.srt |
11 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/4. [Activity] Bleeding Edge Alert! Mise en Scene Recommendations.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/5. [Exercise] Dive Deeper into Content-Based Recommendations.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/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/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/2. Similarity Metrics.srt |
21 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/3. User-based Collaborative Filtering.srt |
16 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/4. [Activity] User-based Collaborative Filtering, Hands-On.srt |
11 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/5. Item-based Collaborative Filtering.srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/6. [Activity] Item-based Collaborative Filtering, Hands-On.srt |
5 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/7. [Exercise] Tuning Collaborative Filtering Algorithms.srt |
8 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/8. [Activity] Evaluating Collaborative Filtering Systems Offline.srt |
3 KB |
Building Recommender Systems with Machine Learning and AI/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/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 |
5 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/10. KNN Recommenders.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/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/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 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/12. [Exercise] Experiment with different KNN parameters..srt |
10 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/13. Bleeding Edge Alert! Translation-Based Recommendations.srt |
5 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/1. Principal Component Analysis (PCA).srt |
16 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/2. Singular Value Decomposition.srt |
14 KB |
Building Recommender Systems with Machine Learning and AI/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/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/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/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/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/Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/5. [Exercise] Tune the hyperparameters on SVD.srt |
4 KB |
Building Recommender Systems with Machine Learning and AI/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/Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/6. Bleeding Edge Alert! Sparse Linear Methods (SLIM).srt |
8 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/1. Deep Learning Introduction.mp4 |
17.6 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/1. Deep Learning Introduction.srt |
4 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/2. Deep Learning Pre-Requisites.mp4 |
37 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/2. Deep Learning Pre-Requisites.srt |
20 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/3. History of Artificial Neural Networks.mp4 |
84.2 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/3. History of Artificial Neural Networks.srt |
25 KB |
Building Recommender Systems with Machine Learning and AI/ReadMe.txt |
220 B |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/4. [Activity] Playing with Tensorflow.srt |
25 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/5. Training Neural Networks.mp4 |
38.3 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/5. Training Neural Networks.srt |
14 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/6. Tuning Neural Networks.mp4 |
31 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/6. Tuning Neural Networks.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/7. Introduction to Tensorflow.mp4 |
92.5 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/7. Introduction to Tensorflow.srt |
29 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/8. [Activity] Handwriting Recognition with Tensorflow, part 1.mp4 |
91 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/8. [Activity] Handwriting Recognition with Tensorflow, part 1.srt |
17 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/9. [Activity] Handwriting Recognition with Tensorflow, part 2.mp4 |
90.9 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/9. [Activity] Handwriting Recognition with Tensorflow, part 2.srt |
20 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/10. [Activity] Handwriting Recognition with Tensorflow, Part 3.mp4 |
50.4 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/10. [Activity] Handwriting Recognition with Tensorflow, Part 3.srt |
13 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/11. Introduction to Keras.mp4 |
16.5 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/11. Introduction to Keras.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/12. [Activity] Handwriting Recognition with Keras.mp4 |
88.5 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/12. [Activity] Handwriting Recognition with Keras.srt |
21 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/13. Classifier Patterns with Keras.mp4 |
24.8 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/13. Classifier Patterns with Keras.srt |
9 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/14. [Exercise] Predict Political Parties of Politicians with Keras.mp4 |
100.2 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/14. [Exercise] Predict Political Parties of Politicians with Keras.srt |
20 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/15. Intro to Convolutional Neural Networks (CNN's).mp4 |
78.2 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/15. Intro to Convolutional Neural Networks (CNN's).srt |
20 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/16. CNN Architectures.mp4 |
22.5 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/16. CNN Architectures.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/17. [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 |
82.3 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/17. [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).srt |
18 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/18. Intro to Recurrent Neural Networks (RNN's).mp4 |
49.6 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/18. Intro to Recurrent Neural Networks (RNN's).srt |
17 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/19. Training Recurrent Neural Networks.mp4 |
20.7 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/19. Training Recurrent Neural Networks.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/20. [Activity] Sentiment Analysis of Movie Reviews using RNN's and Keras.mp4 |
119.8 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/20. [Activity] Sentiment Analysis of Movie Reviews using RNN's and Keras.srt |
25 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/1. Intro to Deep Learning for Recommenders.mp4 |
42.7 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/1. Intro to Deep Learning for Recommenders.srt |
5 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/2. Restricted Boltzmann Machines (RBM's).mp4 |
31.7 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/2. Restricted Boltzmann Machines (RBM's).srt |
18 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/3. [Activity] Recommendations with RBM's, part 1.mp4 |
144.4 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/3. [Activity] Recommendations with RBM's, part 1.srt |
28 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/4. [Activity] Recommendations with RBM's, part 2.mp4 |
76.7 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/4. [Activity] Recommendations with RBM's, part 2.srt |
16 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/5. [Activity] Evaluating the RBM Recommender.mp4 |
37.7 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/5. [Activity] Evaluating the RBM Recommender.srt |
7 KB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/6. [Exercise] Tuning Restricted Boltzmann Machines.mp4 |
33.6 MB |
Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/6. [Exercise] Tuning Restricted Boltzmann Machines.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/7. Exercise Results Tuning a RBM Recommender.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/7. Exercise Results Tuning a RBM Recommender.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/8. Auto-Encoders for Recommendations Deep Learning for Recs.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/8. Auto-Encoders for Recommendations Deep Learning for Recs.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/9. [Activity] Recommendations with Deep Neural Networks.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/9. [Activity] Recommendations with Deep Neural Networks.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/10. Clickstream Recommendations with RNN's.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/10. Clickstream Recommendations with RNN's.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/11. [Exercise] Get GRU4Rec Working on your Desktop.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/11. [Exercise] Get GRU4Rec Working on your Desktop.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/12. Exercise Results GRU4Rec in Action.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/12. Exercise Results GRU4Rec in Action.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/13. Bleeding Edge Alert! Deep Factorization Machines.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/13. Bleeding Edge Alert! Deep Factorization Machines.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/14. More Emerging Tech to Watch.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/14. More Emerging Tech to Watch.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/1. [Activity] Introduction and Installation of Apache Spark.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/1. [Activity] Introduction and Installation of Apache Spark.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/2. Apache Spark Architecture.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/2. Apache Spark Architecture.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/3. [Activity] Movie Recommendations with Spark, Matrix Factorization, and ALS.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/3. [Activity] Movie Recommendations with Spark, Matrix Factorization, and ALS.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/4. [Activity] Recommendations from 20 million ratings with Spark.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/4. [Activity] Recommendations from 20 million ratings with Spark.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/5. Amazon DSSTNE.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/5. Amazon DSSTNE.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/6. DSSTNE in Action.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/6. DSSTNE in Action.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/7. Scaling Up DSSTNE.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/7. Scaling Up DSSTNE.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/8. AWS SageMaker and Factorization Machines.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/8. AWS SageMaker and Factorization Machines.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/9. SageMaker in Action Factorization Machines on one million ratings, in the cloud.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/9. SageMaker in Action Factorization Machines on one million ratings, in the cloud.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/1. The Cold Start Problem (and solutions).mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/1. The Cold Start Problem (and solutions).srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/2. [Exercise] Implement Random Exploration.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/2. [Exercise] Implement Random Exploration.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/3. Exercise Solution Random Exploration.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/3. Exercise Solution Random Exploration.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/4. Stoplists.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/4. Stoplists.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/5. [Exercise] Implement a Stoplist.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/6. Exercise Solution Implement a Stoplist.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/6. Exercise Solution Implement a Stoplist.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/7. Filter Bubbles, Trust, and Outliers.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/7. Filter Bubbles, Trust, and Outliers.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/8. [Exercise] Identify and Eliminate Outlier Users.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/8. [Exercise] Identify and Eliminate Outlier Users.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/9. Exercise Solution Outlier Removal.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/9. Exercise Solution Outlier Removal.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/10. Fraud, The Perils of Clickstream, and International Concerns.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/10. Fraud, The Perils of Clickstream, and International Concerns.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/11. Temporal Effects, and Value-Aware Recommendations.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/12. Case Studies/1. Case Study YouTube, Part 1.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/12. Case Studies/2. Case Study YouTube, Part 2.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/12. Case Studies/3. Case Study Netflix, Part 1.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/12. Case Studies/4. Case Study Netflix, Part 2.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/1. Hybrid Recommenders and Exercise.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/1. Hybrid Recommenders and Exercise.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/2. Exercise Solution Hybrid Recommenders.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/2. Exercise Solution Hybrid Recommenders.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/14. Wrapping Up/1. More to Explore.mp4 |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/14. Wrapping Up/1. More to Explore.srt |
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Building Recommender Systems with Machine Learning and AI/Building Recommender Systems with Machine Learning and AI/14. Wrapping Up/2. Bonus Lecture Discounts to continue your journey!.html |
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