[FreeTutorials Eu] Udemy - building-recommender-systems-with-machine-learning-and-ai
File List
| File | Size |
|---|---|
| 01 Getting Started/001 Udemy 101 Getting the Most From This Course-en.srt | 3.91 KB |
| 01 Getting Started/001 Udemy 101 Getting the Most From This Course.mp4 | 19.71 MB |
| 01 Getting Started/002 [Activity] Install Anaconda course materials and create movie recommendations-en.srt | 15.24 KB |
| 01 Getting Started/002 [Activity] Install Anaconda course materials and create movie recommendations.mp4 | 104.08 MB |
| 01 Getting Started/003 Course Roadmap-en.srt | 8.28 KB |
| 01 Getting Started/003 Course Roadmap.mp4 | 27.58 MB |
| 01 Getting Started/004 Types of Recommenders-en.srt | 6.68 KB |
| 01 Getting Started/004 Types of Recommenders.mp4 | 26.82 MB |
| 01 Getting Started/005 Understanding You through Implicit and Explicit Ratings-en.srt | 8.75 KB |
| 01 Getting Started/005 Understanding You through Implicit and Explicit Ratings.mp4 | 20.72 MB |
| 01 Getting Started/006 Top-N Recommender Architecture-en.srt | 11.6 KB |
| 01 Getting Started/006 Top-N Recommender Architecture.mp4 | 37.09 MB |
| 01 Getting Started/007 [Quiz] Review the basics of recommender systems.-en.srt | 8.91 KB |
| 01 Getting Started/007 [Quiz] Review the basics of recommender systems..mp4 | 21.3 MB |
| 02 Introduction to Python [Optional]/008 [Activity] The Basics of Python-en.srt | 8.7 KB |
| 02 Introduction to Python [Optional]/008 [Activity] The Basics of Python.mp4 | 43.03 MB |
| 02 Introduction to Python [Optional]/009 Data Structures in Python-en.srt | 9.46 KB |
| 02 Introduction to Python [Optional]/009 Data Structures in Python.mp4 | 24.41 MB |
| 02 Introduction to Python [Optional]/010 Functions in Python-en.srt | 5.2 KB |
| 02 Introduction to Python [Optional]/010 Functions in Python.mp4 | 12.27 MB |
| 02 Introduction to Python [Optional]/011 [Exercise] Booleans loops and a hands-on challenge-en.srt | 6.29 KB |
| 02 Introduction to Python [Optional]/011 [Exercise] Booleans loops and a hands-on challenge.mp4 | 13.86 MB |
| 03 Evaluating Recommender Systems/012 TrainTest and Cross Validation-en.srt | 8.34 KB |
| 03 Evaluating Recommender Systems/012 TrainTest and Cross Validation.mp4 | 29.05 MB |
| 03 Evaluating Recommender Systems/013 Accuracy Metrics (RMSE MAE)-en.srt | 8.45 KB |
| 03 Evaluating Recommender Systems/013 Accuracy Metrics (RMSE MAE).mp4 | 40.28 MB |
| 03 Evaluating Recommender Systems/014 Top-N Hit Rate - Many Ways-en.srt | 9.19 KB |
| 03 Evaluating Recommender Systems/014 Top-N Hit Rate - Many Ways.mp4 | 24.53 MB |
| 03 Evaluating Recommender Systems/015 Coverage Diversity and Novelty-en.srt | 10.51 KB |
| 03 Evaluating Recommender Systems/015 Coverage Diversity and Novelty.mp4 | 13.73 MB |
| 03 Evaluating Recommender Systems/016 Churn Responsiveness and AB Tests-en.srt | 10.94 KB |
| 03 Evaluating Recommender Systems/016 Churn Responsiveness and AB Tests.mp4 | 60.94 MB |
| 03 Evaluating Recommender Systems/017 [Quiz] Review ways to measure your recommender.-en.srt | 5.44 KB |
| 03 Evaluating Recommender Systems/017 [Quiz] Review ways to measure your recommender..mp4 | 12.83 MB |
| 03 Evaluating Recommender Systems/018 [Activity] Walkthrough of RecommenderMetrics.py-en.srt | 12.8 KB |
| 03 Evaluating Recommender Systems/018 [Activity] Walkthrough of RecommenderMetrics.py.mp4 | 64.3 MB |
| 03 Evaluating Recommender Systems/019 [Activity] Walkthrough of TestMetrics.py-en.srt | 10.66 KB |
| 03 Evaluating Recommender Systems/019 [Activity] Walkthrough of TestMetrics.py.mp4 | 54.36 MB |
| 03 Evaluating Recommender Systems/020 [Activity] Measure the Performance of SVD Recommendations-en.srt | 5 KB |
| 03 Evaluating Recommender Systems/020 [Activity] Measure the Performance of SVD Recommendations.mp4 | 21.56 MB |
| 04 A Recommender Engine Framework/021 Our Recommender Engine Architecture-en.srt | 14.81 KB |
| 04 A Recommender Engine Framework/021 Our Recommender Engine Architecture.mp4 | 32.73 MB |
| 04 A Recommender Engine Framework/022 [Activity] Recommender Engine Walkthrough Part 1-en.srt | 7.4 KB |
| 04 A Recommender Engine Framework/022 [Activity] Recommender Engine Walkthrough Part 1.mp4 | 37.88 MB |
| 04 A Recommender Engine Framework/023 [Activity] Recommender Engine Walkthrough Part 2-en.srt | 7.88 KB |
| 04 A Recommender Engine Framework/023 [Activity] Recommender Engine Walkthrough Part 2.mp4 | 39.59 MB |
| 04 A Recommender Engine Framework/024 [Activity] Review the Results of our Algorithm Evaluation.-en.srt | 6.37 KB |
| 04 A Recommender Engine Framework/024 [Activity] Review the Results of our Algorithm Evaluation..mp4 | 34.57 MB |
| 05 Content-Based Filtering/025 Content-Based Recommendations and the Cosine Similarity Metric-en.srt | 17.85 KB |
| 05 Content-Based Filtering/025 Content-Based Recommendations and the Cosine Similarity Metric.mp4 | 61.58 MB |
| 05 Content-Based Filtering/026 K-Nearest-Neighbors and Content Recs-en.srt | 8.14 KB |
| 05 Content-Based Filtering/026 K-Nearest-Neighbors and Content Recs.mp4 | 19.61 MB |
| 05 Content-Based Filtering/027 [Activity] Producing and Evaluating Content-Based Movie Recommendations-en.srt | 10.33 KB |
| 05 Content-Based Filtering/027 [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4 | 52.36 MB |
| 05 Content-Based Filtering/028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations-en.srt | 8.61 KB |
| 05 Content-Based Filtering/028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations.mp4 | 46.52 MB |
| 05 Content-Based Filtering/029 [Exercise] Dive Deeper into Content-Based Recommendations-en.srt | 8.49 KB |
| 05 Content-Based Filtering/029 [Exercise] Dive Deeper into Content-Based Recommendations.mp4 | 24.11 MB |
| 06 Neighborhood-Based Collaborative Filtering/030 Measuring Similarity and Sparsity-en.srt | 10.77 KB |
| 06 Neighborhood-Based Collaborative Filtering/030 Measuring Similarity and Sparsity.mp4 | 59.1 MB |
| 06 Neighborhood-Based Collaborative Filtering/031 Similarity Metrics-en.srt | 18.83 KB |
| 06 Neighborhood-Based Collaborative Filtering/031 Similarity Metrics.mp4 | 30.68 MB |
| 06 Neighborhood-Based Collaborative Filtering/032 User-based Collaborative Filtering-en.srt | 14.23 KB |
| 06 Neighborhood-Based Collaborative Filtering/032 User-based Collaborative Filtering.mp4 | 34.21 MB |
| 06 Neighborhood-Based Collaborative Filtering/033 [Activity] User-based Collaborative Filtering Hands-On-en.srt | 9.61 KB |
| 06 Neighborhood-Based Collaborative Filtering/033 [Activity] User-based Collaborative Filtering Hands-On.mp4 | 48.65 MB |
| 06 Neighborhood-Based Collaborative Filtering/034 Item-based Collaborative Filtering-en.srt | 8.83 KB |
| 06 Neighborhood-Based Collaborative Filtering/034 Item-based Collaborative Filtering.mp4 | 52.23 MB |
| 06 Neighborhood-Based Collaborative Filtering/035 [Activity] Item-based Collaborative Filtering Hands-On-en.srt | 4.87 KB |
| 06 Neighborhood-Based Collaborative Filtering/035 [Activity] Item-based Collaborative Filtering Hands-On.mp4 | 26.81 MB |
| 06 Neighborhood-Based Collaborative Filtering/036 [Exercise] Tuning Collaborative Filtering Algorithms-en.srt | 6.95 KB |
| 06 Neighborhood-Based Collaborative Filtering/036 [Exercise] Tuning Collaborative Filtering Algorithms.mp4 | 19.7 MB |
| 06 Neighborhood-Based Collaborative Filtering/037 [Activity] Evaluating Collaborative Filtering Systems Offline-en.srt | 2.54 KB |
| 06 Neighborhood-Based Collaborative Filtering/037 [Activity] Evaluating Collaborative Filtering Systems Offline.mp4 | 15.43 MB |
| 06 Neighborhood-Based Collaborative Filtering/038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering-en.srt | 4.45 KB |
| 06 Neighborhood-Based Collaborative Filtering/038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.mp4 | 9.5 MB |
| 06 Neighborhood-Based Collaborative Filtering/039 KNN Recommenders-en.srt | 8.22 KB |
| 06 Neighborhood-Based Collaborative Filtering/039 KNN Recommenders.mp4 | 24.85 MB |
| 06 Neighborhood-Based Collaborative Filtering/040 [Activity] Running User and Item-Based KNN on MovieLens-en.srt | 4.66 KB |
| 06 Neighborhood-Based Collaborative Filtering/040 [Activity] Running User and Item-Based KNN on MovieLens.mp4 | 23.76 MB |
| 06 Neighborhood-Based Collaborative Filtering/041 [Exercise] Experiment with different KNN parameters.-en.srt | 8.79 KB |
| 06 Neighborhood-Based Collaborative Filtering/041 [Exercise] Experiment with different KNN parameters..mp4 | 41.26 MB |
| 06 Neighborhood-Based Collaborative Filtering/042 Bleeding Edge Alert Translation-Based Recommendations-en.srt | 4.89 KB |
| 06 Neighborhood-Based Collaborative Filtering/042 Bleeding Edge Alert Translation-Based Recommendations.mp4 | 21.49 MB |
| 07 Matrix Factorization Methods/043 Principal Component Analysis (PCA)-en.srt | 14.07 KB |
| 07 Matrix Factorization Methods/043 Principal Component Analysis (PCA).mp4 | 61.2 MB |
| 07 Matrix Factorization Methods/044 Singular Value Decomposition-en.srt | 13.54 KB |
| 07 Matrix Factorization Methods/044 Singular Value Decomposition.mp4 | 25.07 MB |
| 07 Matrix Factorization Methods/045 [Activity] Running SVD and SVD on MovieLens-en.srt | 6.39 KB |
| 07 Matrix Factorization Methods/045 [Activity] Running SVD and SVD on MovieLens.mp4 | 37.49 MB |
| 07 Matrix Factorization Methods/046 Improving on SVD-en.srt | 9.08 KB |
| 07 Matrix Factorization Methods/046 Improving on SVD.mp4 | 23.07 MB |
| 07 Matrix Factorization Methods/047 [Exercise] Tune the hyperparameters on SVD-en.srt | 4.02 KB |
| 07 Matrix Factorization Methods/047 [Exercise] Tune the hyperparameters on SVD.mp4 | 12.46 MB |
| 07 Matrix Factorization Methods/048 Bleeding Edge Alert Sparse Linear Methods (SLIM)-en.srt | 7.55 KB |
| 07 Matrix Factorization Methods/048 Bleeding Edge Alert Sparse Linear Methods (SLIM).mp4 | 26.46 MB |
| 08 Introduction to Deep Learning [Optional]/049 Deep Learning Introduction-en.srt | 3.35 KB |
| 08 Introduction to Deep Learning [Optional]/049 Deep Learning Introduction.mp4 | 17.62 MB |
| 08 Introduction to Deep Learning [Optional]/050 Deep Learning Pre-Requisites-en.srt | 17.85 KB |
| 08 Introduction to Deep Learning [Optional]/050 Deep Learning Pre-Requisites.mp4 | 37.05 MB |
Trackers
No trackers found.