| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0101.Install Anaconda, course materials, and create movie recommendations!.mp4 |
88.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0102.Course Roadmap.mp4 |
69.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0103.Types of Recommenders.mp4 |
14.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0104.Understanding You through Implicit and Explicit Ratings.mp4 |
9.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0105.Top-N Recommender Architecture.mp4 |
15.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/01.Getting Started/0106.Review the basics of recommender systems..mp4 |
11.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/02.Introduction to Python/0201.The Basics of Python.mp4 |
42 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/02.Introduction to Python/0202.Data Structures in Python.mp4 |
11.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/02.Introduction to Python/0203.Functions in Python.mp4 |
5.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/02.Introduction to Python/0204.Booleans, loops, and a hands-on challenge.mp4 |
7.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0301.TrainTest and Cross Validation.mp4 |
23.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0302.Accuracy Metrics (RMSE, MAE).mp4 |
46.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0303.Top-N Hit Rate - Many Ways.mp4 |
12.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0304.Coverage, Diversity, and Novelty.mp4 |
7.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0305.Churn, Responsiveness, and AB Tests.mp4 |
82.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0306.Review ways to measure your recommender..mp4 |
8.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0307.Walkthrough of RecommenderMetrics.py.mp4 |
38.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0308.Walkthrough of TestMetrics.py.mp4 |
25.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/03.Evaluating Recommender Systems/0309.Measure the Performance of SVD Recommendations.mp4 |
12 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/04.A Recommender Engine Framework/0401.Our Recommender Engine Architecture.mp4 |
18.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/04.A Recommender Engine Framework/0402.Recommender Engine Walkthrough, Part 1.mp4 |
18.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/04.A Recommender Engine Framework/0403.Recommender Engine Walkthrough, Part 2.mp4 |
18.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/04.A Recommender Engine Framework/0404.Review the Results of our Algorithm Evaluation..mp4 |
14.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/05.Content-Based Filtering/0501.Content-Based Recommendations, and the Cosine Similarity Metric.mp4 |
38.5 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/05.Content-Based Filtering/0502.K-Nearest-Neighbors and Content Recs.mp4 |
11.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/05.Content-Based Filtering/0503.Producing and Evaluating Content-Based Movie Recommendations.mp4 |
27.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/05.Content-Based Filtering/0504.Bleeding Edge Alert! Mise en Scene Recommendations.mp4 |
33.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/05.Content-Based Filtering/0505.Dive Deeper into Content-Based Recommendations.mp4 |
10.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0601.Measuring Similarity, and Sparsity.mp4 |
69.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0602.Similarity Metrics.mp4 |
15.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0603.User-based Collaborative Filtering.mp4 |
20 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0604.User-based Collaborative Filtering, Hands-On.mp4 |
24.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0605.Item-based Collaborative Filtering.mp4 |
61.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0606.Item-based Collaborative Filtering, Hands-On.mp4 |
18.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0607.Tuning Collaborative Filtering Algorithms.mp4 |
10.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0608.Evaluating Collaborative Filtering Systems Offline.mp4 |
10.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0609.Measure the Hit Rate of Item-Based Collaborative Filtering.mp4 |
4.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0610.KNN Recommenders.mp4 |
21.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0611.Running User and Item-Based KNN on MovieLens.mp4 |
19.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0612.Experiment with different KNN parameters..mp4 |
38.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/06.Neighborhood-Based Collaborative Filtering/0613.Bleeding Edge Alert! Translation-Based Recommendations.mp4 |
19.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0701.Principal Component Analysis (PCA).mp4 |
65 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0702.Singular Value Decomposition.mp4 |
13 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0703.Running SVD and SVD++ on MovieLens.mp4 |
23.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0704.Improving on SVD.mp4 |
9.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0705.Tune the hyperparameters on SVD.mp4 |
8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/07.Matrix Factorization Methods/0706.Bleeding Edge Alert! Sparse Linear Methods (SLIM).mp4 |
21.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0801.Deep Learning Introduction.mp4 |
22.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0802.Deep Learning Pre-Requisites.mp4 |
20.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0803.History of Artificial Neural Networks.mp4 |
40.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0804.[Activity] Playing with Tensorflow.mp4 |
116.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0805.Training Neural Networks.mp4 |
18.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0806.Tuning Neural Networks.mp4 |
13.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0807.Introduction to Tensorflow.mp4 |
43 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0808.[Activity] Handwriting Recognition with Tensorflow, part 1.mp4 |
92.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0809.[Activity] Handwriting Recognition with Tensorflow, part 2.mp4 |
27.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0810.Introduction to Keras.mp4 |
6.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0811.[Activity] Handwriting Recognition with Keras.mp4 |
46.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0812.Classifier Patterns with Keras.mp4 |
13.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0813.[Exercise] Predict Political Parties of Politicians with Keras.mp4 |
53.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0814.Intro to Convolutional Neural Networks (CNN_s).mp4 |
36.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0815.CNN Architectures.mp4 |
9.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0816.[Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 |
42.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0817.Intro to Recurrent Neural Networks (RNN_s).mp4 |
22.5 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0818.Training Recurrent Neural Networks.mp4 |
10.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/08.Introduction to Deep Learning/0819.[Activity] Sentiment Analysis of Movie Reviews using RNN_s and Keras.mp4 |
73.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0901.Intro to Deep Learning for Recommenders.mp4 |
56 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0902.Restricted Boltzmann Machines (RBM_s).mp4 |
15.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0903.[Activity] Recommendations with RBM_s, part 1.mp4 |
50.5 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0904.[Activity] Recommendations with RBM_s, part 2.mp4 |
26.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0905.[Activity] Evaluating the RBM Recommender.mp4 |
19.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0906.[Exercise] Tuning Restricted Boltzmann Machines.mp4 |
53.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0907.Exercise Results Tuning a RBM Recommender.mp4 |
6.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0908.Auto-Encoders for Recommendations Deep Learning for Recs.mp4 |
11.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0909.[Activity] Recommendations with Deep Neural Networks.mp4 |
37.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0910.Clickstream Recommendations with RNN_s.mp4 |
24.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0911.[Exercise] Get GRU4Rec Working on your Desktop.mp4 |
3.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0912.Exercise Results GRU4Rec in Action.mp4 |
41.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0913.Bleeding Edge Alert! Deep Factorization Machines.mp4 |
44.3 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/09.Deep Learning for Recommender Systems/0914.More Emerging Tech to Watch.mp4 |
14.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1001.[Activity] Introduction and Installation of Apache Spark.mp4 |
40 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1002.Apache Spark Architecture.mp4 |
9.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1003.[Activity] Movie Recommendations with Spark, Matrix Factorization, and ALS.mp4 |
23.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1004.[Activity] Recommendations from 20 million ratings with Spark.mp4 |
26.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1005.Amazon DSSTNE.mp4 |
41.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1006.DSSTNE in Action.mp4 |
61.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1007.Scaling Up DSSTNE.mp4 |
4.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1008.AWS SageMaker and Factorization Machines.mp4 |
8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/10.Scaling it up/1009.SageMaker in Action Factorization Machines on one million ratings, in the cloud.mp4 |
44.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1101.The Cold Start Problem (and solutions).mp4 |
11.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1102.[Exercise] Implement Random Exploration.mp4 |
1.2 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1103.Exercise Solution Random Exploration.mp4 |
15.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1104.Stoplists.mp4 |
8.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1105.[Exercise] Implement a Stoplist.mp4 |
762 KB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1106.Exercise Solution Implement a Stoplist.mp4 |
15.1 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1107.Filter Bubbles, Trust, and Outliers.mp4 |
21.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1108.[Exercise] Identify and Eliminate Outlier Users.mp4 |
1020 KB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1109.Exercise Solution Outlier Removal.mp4 |
16.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1110.Fraud, the Perils of Clickstream, and International Concerns.mp4 |
72.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/11.11 Real-World Challenges of Recommender Systems/1111.Temporal Effects, and Value-Aware Recommendations.mp4 |
81.6 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/12.Case Studies/1201.Case Study YouTube, Part 1.mp4 |
12.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/12.Case Studies/1202.Case Study YouTube, Part 2.mp4 |
12.5 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/12.Case Studies/1203.Case Study Netflix, Part 1.mp4 |
13.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/12.Case Studies/1204.Case Study Netflix, Part 2.mp4 |
9.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/13.Hybrid Approaches/1301.Hybrid Recommenders and Exercise.mp4 |
8.8 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/13.Hybrid Approaches/1302.Exercise Solution Hybrid Recommenders.mp4 |
20.4 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/14.Wrapping Up/1401.More to Explore.mp4 |
61.9 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/Exercise Files/exercise_files.zip |
1.7 MB |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/[CourseClub.NET].url |
123 B |
| [CourseClub.NET] Packtpub - Building Recommender Systems with Machine Learning and AI/[DesireCourse.Com].url |
51 B |
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