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Building Recommender Systems with Machine Learning and AI
magnet:?xt=urn:btih:6af7c6cce09fadc67bbcbf7a931e1db8c6142a62&dn=Building Recommender Systems with Machine Learning and AI
磁力链接详情
Hash值:
6af7c6cce09fadc67bbcbf7a931e1db8c6142a62
点击数:
161
文件大小:
4.45 GB
文件数量:
109
创建日期:
2020-10-22 23:07
最后访问:
2024-4-18 14:34
访问标签:
Building
Recommender
Systems
with
Machine
Learning
and
AI
文件列表详情
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/4. [Activity] Playing with Tensorflow.mp4 145.56 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/1. Udemy 101 Getting the Most From This Course.mp4 19.71 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/2. [Activity] Install Anaconda, course materials, and create movie recommendations!.mp4 104.08 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/3. Course Roadmap.mp4 27.58 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/4. Types of Recommenders.mp4 26.82 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/5. Understanding You through Implicit and Explicit Ratings.mp4 20.72 MB
Building Recommender Systems with Machine Learning and AI/1. Getting Started/6. Top-N Recommender Architecture.mp4 37.09 MB
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/2. Introduction to Python [Optional]/1. [Activity] The Basics of Python.mp4 43.03 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/2. Data Structures in Python.mp4 24.41 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/3. Functions in Python.mp4 12.27 MB
Building Recommender Systems with Machine Learning and AI/2. Introduction to Python [Optional]/4. [Exercise] Booleans, loops, and a hands-on challenge.mp4 13.86 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/1. TrainTest and Cross Validation.mp4 29.05 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/2. Accuracy Metrics (RMSE, MAE).mp4 40.28 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/3. Top-N Hit Rate - Many Ways.mp4 24.53 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/4. Coverage, Diversity, and Novelty.mp4 13.73 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/5. Churn, Responsiveness, and AB Tests.mp4 60.94 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/6. [Quiz] Review ways to measure your recommender..mp4 12.83 MB
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/8. [Activity] Walkthrough of TestMetrics.py.mp4 54.36 MB
Building Recommender Systems with Machine Learning and AI/3. Evaluating Recommender Systems/9. [Activity] Measure the Performance of SVD Recommendations.mp4 21.56 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/1. Our Recommender Engine Architecture.mp4 32.73 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/2. [Activity] Recommender Engine Walkthrough, Part 1.mp4 37.88 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/3. [Activity] Recommender Engine Walkthrough, Part 2.mp4 39.59 MB
Building Recommender Systems with Machine Learning and AI/4. A Recommender Engine Framework/4. [Activity] Review the Results of our Algorithm Evaluation..mp4 34.57 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/1. Content-Based Recommendations, and the Cosine Similarity Metric.mp4 61.59 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/2. K-Nearest-Neighbors and Content Recs.mp4 19.61 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/3. [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4 52.36 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/4. [Activity] Bleeding Edge Alert! Mise en Scene Recommendations.mp4 46.52 MB
Building Recommender Systems with Machine Learning and AI/5. Content-Based Filtering/5. [Exercise] Dive Deeper into Content-Based Recommendations.mp4 24.11 MB
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/2. Similarity Metrics.mp4 30.68 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/3. User-based Collaborative Filtering.mp4 34.21 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/4. [Activity] User-based Collaborative Filtering, Hands-On.mp4 48.61 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/5. Item-based Collaborative Filtering.mp4 52.26 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/6. [Activity] Item-based Collaborative Filtering, Hands-On.mp4 26.81 MB
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/8. [Activity] Evaluating Collaborative Filtering Systems Offline.mp4 15.43 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.mp4 9.5 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/10. KNN Recommenders.mp4 24.85 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/11. [Activity] Running User and Item-Based KNN on MovieLens.mp4 23.76 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/12. [Exercise] Experiment with different KNN parameters..mp4 41.26 MB
Building Recommender Systems with Machine Learning and AI/6. Neighborhood-Based Collaborative Filtering/13. Bleeding Edge Alert! Translation-Based Recommendations.mp4 21.29 MB
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/2. Singular Value Decomposition.mp4 24.3 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/3. [Activity] Running SVD and SVD++ on MovieLens.mp4 37.49 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/4. Improving on SVD.mp4 23.07 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/5. [Exercise] Tune the hyperparameters on SVD.mp4 11.86 MB
Building Recommender Systems with Machine Learning and AI/7. Matrix Factorization Methods/6. Bleeding Edge Alert! Sparse Linear Methods (SLIM).mp4 26.47 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/1. Deep Learning Introduction.mp4 17.62 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/2. Deep Learning Pre-Requisites.mp4 37.05 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/3. History of Artificial Neural Networks.mp4 84.21 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/5. Training Neural Networks.mp4 38.35 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/6. Tuning Neural Networks.mp4 31.04 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/7. Introduction to Tensorflow.mp4 92.48 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/8. [Activity] Handwriting Recognition with Tensorflow, part 1.mp4 90.96 MB
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/8. Introduction to Deep Learning [Optional]/10. [Activity] Handwriting Recognition with Tensorflow, Part 3.mp4 50.36 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/11. Introduction to Keras.mp4 16.45 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/12. [Activity] Handwriting Recognition with Keras.mp4 88.49 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/13. Classifier Patterns with Keras.mp4 24.84 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/14. [Exercise] Predict Political Parties of Politicians with Keras.mp4 100.21 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/15. Intro to Convolutional Neural Networks (CNN's).mp4 78.19 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/16. CNN Architectures.mp4 22.54 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/17. [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 82.28 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/18. Intro to Recurrent Neural Networks (RNN's).mp4 49.64 MB
Building Recommender Systems with Machine Learning and AI/8. Introduction to Deep Learning [Optional]/19. Training Recurrent Neural Networks.mp4 20.72 MB
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 119.79 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/1. Intro to Deep Learning for Recommenders.mp4 42.66 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/2. Restricted Boltzmann Machines (RBM's).mp4 31.67 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/3. [Activity] Recommendations with RBM's, part 1.mp4 144.44 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/4. [Activity] Recommendations with RBM's, part 2.mp4 76.73 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/5. [Activity] Evaluating the RBM Recommender.mp4 37.67 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/6. [Exercise] Tuning Restricted Boltzmann Machines.mp4 33.61 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/7. Exercise Results Tuning a RBM Recommender.mp4 11.85 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/8. Auto-Encoders for Recommendations Deep Learning for Recs.mp4 26.92 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/9. [Activity] Recommendations with Deep Neural Networks.mp4 75.41 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/10. Clickstream Recommendations with RNN's.mp4 48.72 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/11. [Exercise] Get GRU4Rec Working on your Desktop.mp4 7.46 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/12. Exercise Results GRU4Rec in Action.mp4 62.65 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/13. Bleeding Edge Alert! Deep Factorization Machines.mp4 57.36 MB
Building Recommender Systems with Machine Learning and AI/9. Deep Learning for Recommender Systems/14. More Emerging Tech to Watch.mp4 27.64 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/1. [Activity] Introduction and Installation of Apache Spark.mp4 53.3 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/2. Apache Spark Architecture.mp4 17.36 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/3. [Activity] Movie Recommendations with Spark, Matrix Factorization, and ALS.mp4 55.61 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/4. [Activity] Recommendations from 20 million ratings with Spark.mp4 50.67 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/5. Amazon DSSTNE.mp4 42.31 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/6. DSSTNE in Action.mp4 113.66 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/7. Scaling Up DSSTNE.mp4 10.44 MB
Building Recommender Systems with Machine Learning and AI/10. Scaling it Up/8. AWS SageMaker and Factorization Machines.mp4 15.58 MB
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 68.34 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/1. The Cold Start Problem (and solutions).mp4 27.79 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/2. [Exercise] Implement Random Exploration.mp4 2.2 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/3. Exercise Solution Random Exploration.mp4 24.17 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/4. Stoplists.mp4 19.91 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/5. [Exercise] Implement a Stoplist.mp4 1.35 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/6. Exercise Solution Implement a Stoplist.mp4 26.71 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/7. Filter Bubbles, Trust, and Outliers.mp4 92.41 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/8. [Exercise] Identify and Eliminate Outlier Users.mp4 1.77 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/9. Exercise Solution Outlier Removal.mp4 38.49 MB
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 58.23 MB
Building Recommender Systems with Machine Learning and AI/11. Real-World Challenges of Recommender Systems/11. Temporal Effects, and Value-Aware Recommendations.mp4 54.03 MB
Building Recommender Systems with Machine Learning and AI/12. Case Studies/1. Case Study YouTube, Part 1.mp4 26.91 MB
Building Recommender Systems with Machine Learning and AI/12. Case Studies/2. Case Study YouTube, Part 2.mp4 26.26 MB
Building Recommender Systems with Machine Learning and AI/12. Case Studies/3. Case Study Netflix, Part 1.mp4 27.55 MB
Building Recommender Systems with Machine Learning and AI/12. Case Studies/4. Case Study Netflix, Part 2.mp4 26.57 MB
Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/1. Hybrid Recommenders and Exercise.mp4 18.4 MB
Building Recommender Systems with Machine Learning and AI/13. Hybrid Approaches/2. Exercise Solution Hybrid Recommenders.mp4 33.18 MB
Building Recommender Systems with Machine Learning and AI/14. Wrapping Up/1. More to Explore.mp4 38.93 MB
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