Udemy - Building Recommender Systems with Machine Learning and AI [TP]

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Udemy - Building Recommender Systems with Machine Learning and AI [TP] (Size: 4.4 GB)
  001 Udemy 101 Getting the Most From This Course-en.srt 3.9 KB
  001 Udemy 101 Getting the Most From This Course.mp4 19.7 MB
  002 [Activity] Install Anaconda course materials and create movie recommendations-en.srt 15.2 KB
  002 [Activity] Install Anaconda course materials and create movie recommendations.mp4 36.8 MB
  003 Course Roadmap-en.srt 8.3 KB
  003 Course Roadmap.mp4 17.1 MB
  004 Types of Recommenders-en.srt 6.7 KB
  004 Types of Recommenders.mp4 26.8 MB
  005 Understanding You through Implicit and Explicit Ratings-en.srt 8.7 KB
  005 Understanding You through Implicit and Explicit Ratings.mp4 20.7 MB
  006 Top-N Recommender Architecture-en.srt 11.6 KB
  006 Top-N Recommender Architecture.mp4 37.1 MB
  007 [Quiz] Review the basics of recommender systems.-en.srt 8.9 KB
  007 [Quiz] Review the basics of recommender systems..mp4 21.3 MB
  008 [Activity] The Basics of Python-en.srt 8.7 KB
  008 [Activity] The Basics of Python.mp4 43 MB
  009 Data Structures in Python-en.srt 9.5 KB
  009 Data Structures in Python.mp4 24.4 MB
  010 Functions in Python-en.srt 5.2 KB
  010 Functions in Python.mp4 12.3 MB
  011 [Exercise] Booleans loops and a hands-on challenge-en.srt 6.3 KB
  011 [Exercise] Booleans loops and a hands-on challenge.mp4 13.9 MB
  012 TrainTest and Cross Validation-en.srt 8.3 KB
  012 TrainTest and Cross Validation.mp4 29 MB
  013 Accuracy Metrics (RMSE MAE)-en.srt 8.5 KB
  013 Accuracy Metrics (RMSE MAE).mp4 40.3 MB
  014 Top-N Hit Rate - Many Ways-en.srt 9.2 KB
  014 Top-N Hit Rate - Many Ways.mp4 24.5 MB
  015 Coverage Diversity and Novelty-en.srt 10.5 KB
  015 Coverage Diversity and Novelty.mp4 13.7 MB
  016 Churn Responsiveness and AB Tests-en.srt 10.9 KB
  016 Churn Responsiveness and AB Tests.mp4 60.9 MB
  017 [Quiz] Review ways to measure your recommender.-en.srt 5.4 KB
  017 [Quiz] Review ways to measure your recommender..mp4 12.8 MB
  018 [Activity] Walkthrough of RecommenderMetrics.py-en.srt 12.8 KB
  018 [Activity] Walkthrough of RecommenderMetrics.py.mp4 64.3 MB
  019 [Activity] Walkthrough of TestMetrics.py-en.srt 10.7 KB
  019 [Activity] Walkthrough of TestMetrics.py.mp4 54.4 MB
  020 [Activity] Measure the Performance of SVD Recommendations-en.srt 5 KB
  020 [Activity] Measure the Performance of SVD Recommendations.mp4 21.6 MB
  021 Our Recommender Engine Architecture-en.srt 14.8 KB
  021 Our Recommender Engine Architecture.mp4 32.7 MB
  022 [Activity] Recommender Engine Walkthrough Part 1-en.srt 7.4 KB
  022 [Activity] Recommender Engine Walkthrough Part 1.mp4 37.9 MB
  023 [Activity] Recommender Engine Walkthrough Part 2-en.srt 7.9 KB
  023 [Activity] Recommender Engine Walkthrough Part 2.mp4 39.6 MB
  024 [Activity] Review the Results of our Algorithm Evaluation.-en.srt 6.4 KB
  024 [Activity] Review the Results of our Algorithm Evaluation..mp4 34.6 MB
  025 Content-Based Recommendations and the Cosine Similarity Metric-en.srt 17.9 KB
  025 Content-Based Recommendations and the Cosine Similarity Metric.mp4 61.6 MB
  026 K-Nearest-Neighbors and Content Recs-en.srt 8.1 KB
  026 K-Nearest-Neighbors and Content Recs.mp4 19.6 MB
  027 [Activity] Producing and Evaluating Content-Based Movie Recommendations-en.srt 10.3 KB
  027 [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4 52.4 MB
  028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations-en.srt 8.6 KB
  028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations.mp4 46.5 MB
  029 [Exercise] Dive Deeper into Content-Based Recommendations-en.srt 8.5 KB
  029 [Exercise] Dive Deeper into Content-Based Recommendations.mp4 24.1 MB
  030 Measuring Similarity and Sparsity-en.srt 10.8 KB
  030 Measuring Similarity and Sparsity.mp4 59.1 MB
  031 Similarity Metrics-en.srt 18.8 KB
  031 Similarity Metrics.mp4 30.7 MB
  032 User-based Collaborative Filtering-en.srt 14.2 KB
  032 User-based Collaborative Filtering.mp4 34.2 MB
  033 [Activity] User-based Collaborative Filtering Hands-On-en.srt 9.6 KB
  033 [Activity] User-based Collaborative Filtering Hands-On.mp4 48.7 MB
  034 Item-based Collaborative Filtering-en.srt 8.8 KB
  034 Item-based Collaborative Filtering.mp4 52.2 MB
  035 [Activity] Item-based Collaborative Filtering Hands-On-en.srt 4.9 KB
  035 [Activity] Item-based Collaborative Filtering Hands-On.mp4 26.8 MB
  036 [Exercise] Tuning Collaborative Filtering Algorithms-en.srt 6.9 KB
  036 [Exercise] Tuning Collaborative Filtering Algorithms.mp4 19.7 MB
  037 [Activity] Evaluating Collaborative Filtering Systems Offline-en.srt 2.5 KB
  037 [Activity] Evaluating Collaborative Filtering Systems Offline.mp4 15.4 MB
  038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering-en.srt 4.4 KB
  038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.mp4 9.5 MB
  039 KNN Recommenders-en.srt 8.2 KB
  039 KNN Recommenders.mp4 24.8 MB
  040 [Activity] Running User and Item-Based KNN on MovieLens-en.srt 4.7 KB
  040 [Activity] Running User and Item-Based KNN on MovieLens.mp4 23.8 MB
  041 [Exercise] Experiment with different KNN parameters.-en.srt 8.8 KB
  041 [Exercise] Experiment with different KNN parameters..mp4 41.3 MB
  042 Bleeding Edge Alert Translation-Based Recommendations-en.srt 4.9 KB
  042 Bleeding Edge Alert Translation-Based Recommendations.mp4 21.5 MB
  043 Principal Component Analysis (PCA)-en.srt 14.1 KB
  043 Principal Component Analysis (PCA).mp4 61.2 MB
  044 Singular Value Decomposition-en.srt 13.5 KB
  044 Singular Value Decomposition.mp4 25.1 MB
  045 [Activity] Running SVD and SVD on MovieLens-en.srt 6.4 KB
  045 [Activity] Running SVD and SVD on MovieLens.mp4 37.5 MB
  046 Improving on SVD-en.srt 9.1 KB
  046 Improving on SVD.mp4 23.1 MB
  047 [Exercise] Tune the hyperparameters on SVD-en.srt 4 KB
  047 [Exercise] Tune the hyperparameters on SVD.mp4 12.5 MB
  048 Bleeding Edge Alert Sparse Linear Methods (SLIM)-en.srt 7.6 KB
  048 Bleeding Edge Alert Sparse Linear Methods (SLIM).mp4 26.5 MB
  049 Deep Learning Introduction-en.srt 3.4 KB
  049 Deep Learning Introduction.mp4 17.6 MB
  050 Deep Learning Pre-Requisites-en.srt 17.9 KB
  050 Deep Learning Pre-Requisites.mp4 37 MB
  051 History of Artificial Neural Networks-en.srt 22.5 KB
  051 History of Artificial Neural Networks.mp4 84.2 MB
  052 [Activity] Playing with Tensorflow-en.srt 23.3 KB
  052 [Activity] Playing with Tensorflow.mp4 145.4 MB
  053 Training Neural Networks-en.srt 12.5 KB
  053 Training Neural Networks.mp4 38.3 MB
  054 Tuning Neural Networks-en.srt 8.3 KB
  054 Tuning Neural Networks.mp4 31.3 MB
  055 Introduction to Tensorflow-en.srt 25.9 KB
  055 Introduction to Tensorflow.mp4 92.5 MB
  056 [Activity] Handwriting Recognition with Tensorflow part 1-en.srt 33.3 KB
  056 [Activity] Handwriting Recognition with Tensorflow part 1.mp4 181.8 MB
  057 [Activity] Handwriting Recognition with Tensorflow part 2-en.srt 13.4 KB
  057 [Activity] Handwriting Recognition with Tensorflow part 2.mp4 57.6 MB
  058 Introduction to Keras-en.srt 6.2 KB
  058 Introduction to Keras.mp4 16.5 MB
  059 [Activity] Handwriting Recognition with Keras-en.srt 19.6 KB
  059 [Activity] Handwriting Recognition with Keras.mp4 88.7 MB
  060 Classifier Patterns with Keras-en.srt 8 KB
  060 Classifier Patterns with Keras.mp4 24.8 MB
  061 [Exercise] Predict Political Parties of Politicians with Keras-en.srt 17.9 KB
  061 [Exercise] Predict Political Parties of Politicians with Keras.mp4 100.2 MB
  062 Intro to Convolutional Neural Networks (CNNs)-en.srt 18 KB
  062 Intro to Convolutional Neural Networks (CNNs).mp4 78.2 MB
  063 CNN Architectures-en.srt 6.3 KB
  063 CNN Architectures.mp4 22.5 MB
  064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs)-en.srt 16.8 KB
  064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 82.3 MB
  065 Intro to Recurrent Neural Networks (RNNs)-en.srt 15.5 KB
  065 Intro to Recurrent Neural Networks (RNNs).mp4 49.6 MB
  066 Training Recurrent Neural Networks-en.srt 6.6 KB
  066 Training Recurrent Neural Networks.mp4 20.7 MB
  067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras-en.srt 22.7 KB
  067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras.mp4 119.8 MB
  068 Intro to Deep Learning for Recommenders-en.srt 4.8 KB
  068 Intro to Deep Learning for Recommenders.mp4 42.6 MB
  069 Restricted Boltzmann Machines (RBMs)-en.srt 16.2 KB
  069 Restricted Boltzmann Machines (RBMs).mp4 31.7 MB
  070 [Activity] Recommendations with RBMs part 1-en.srt 25.1 KB
  070 [Activity] Recommendations with RBMs part 1.mp4 144.4 MB
  071 [Activity] Recommendations with RBMs part 2-en.srt 14.1 KB
  071 [Activity] Recommendations with RBMs part 2.mp4 76.7 MB
  072 [Activity] Evaluating the RBM Recommender-en.srt 6.7 KB
  072 [Activity] Evaluating the RBM Recommender.mp4 37.7 MB
  073 [Exercise] Tuning Restricted Boltzmann Machines-en.srt 3.8 KB
  073 [Exercise] Tuning Restricted Boltzmann Machines.mp4 33.6 MB
  074 Exercise Results Tuning a RBM Recommender-en.srt 2.4 KB
  074 Exercise Results Tuning a RBM Recommender.mp4 11.8 MB
  075 Auto-Encoders for Recommendations Deep Learning for Recs-en.srt 9.4 KB
  075 Auto-Encoders for Recommendations Deep Learning for Recs.mp4 26.9 MB
  076 [Activity] Recommendations with Deep Neural Networks-en.srt 13.3 KB
  076 [Activity] Recommendations with Deep Neural Networks.mp4 75.4 MB
  077 Clickstream Recommendations with RNNs-en.srt 15.2 KB
  077 Clickstream Recommendations with RNNs.mp4 48.7 MB
  078 [Exercise] Get GRU4Rec Working on your Desktop-en.srt 5.3 KB
  078 [Exercise] Get GRU4Rec Working on your Desktop.mp4 7.5 MB
  079 Exercise Results GRU4Rec in Action-en.srt 16.3 KB
  079 Exercise Results GRU4Rec in Action.mp4 62.7 MB
  080 Bleeding Edge Alert Deep Factorization Machines-en.srt 11.4 KB
  080 Bleeding Edge Alert Deep Factorization Machines.mp4 57.4 MB
  081 More Emerging Tech to Watch-en.srt 10.6 KB
  081 More Emerging Tech to Watch.mp4 27.6 MB
  082 [Activity] Introduction and Installation of Apache Spark-en.srt 8.2 KB
  082 [Activity] Introduction and Installation of Apache Spark.mp4 53.3 MB
  083 Apache Spark Architecture-en.srt 10.3 KB
  083 Apache Spark Architecture.mp4 17.4 MB
  084 [Activity] Movie Recommendations with Spark Matrix Factorization and ALS-en.srt 11.2 KB
  084 [Activity] Movie Recommendations with Spark Matrix Factorization and ALS.mp4 55.6 MB
  085 [Activity] Recommendations from 20 million ratings with Spark-en.srt 8.4 KB
  085 [Activity] Recommendations from 20 million ratings with Spark.mp4 50.7 MB
  086 Amazon DSSTNE-en.srt 9.2 KB
  086 Amazon DSSTNE.mp4 42.3 MB
  087 DSSTNE in Action-en.srt 11.6 KB
  087 DSSTNE in Action.mp4 116.7 MB
  088 Scaling Up DSSTNE-en.srt 4.2 KB
  088 Scaling Up DSSTNE.mp4 10.4 MB
  089 AWS SageMaker and Factorization Machines-en.srt 8.4 KB
  089 AWS SageMaker and Factorization Machines.mp4 15.6 MB
  090 SageMaker in Action Factorization Machines on one million ratings in the cloud-en.srt 12.9 KB
  090 SageMaker in Action Factorization Machines on one million ratings in the cloud.mp4 68.3 MB
  091 The Cold Start Problem (and solutions)-en.srt 13.2 KB
  091 The Cold Start Problem (and solutions).mp4 27.8 MB
  092 [Exercise] Implement Random Exploration-en.srt 1.8 KB
  092 [Exercise] Implement Random Exploration.mp4 2.2 MB
  093 Exercise Solution Random Exploration-en.srt 4.2 KB
  093 Exercise Solution Random Exploration.mp4 24.2 MB
  094 Stoplists-en.srt 10.3 KB
  094 Stoplists.mp4 19.9 MB
  095 [Exercise] Implement a Stoplist-en.srt 1.2 KB
  095 [Exercise] Implement a Stoplist.mp4 1.4 MB
  096 Exercise Solution Implement a Stoplist-en.srt 4.3 KB
  096 Exercise Solution Implement a Stoplist.mp4 26.7 MB
  097 Filter Bubbles Trust and Outliers-en.srt 12.2 KB
  097 Filter Bubbles Trust and Outliers.mp4 92.4 MB
  098 [Exercise] Identify and Eliminate Outlier Users-en.srt 1.6 KB
  098 [Exercise] Identify and Eliminate Outlier Users.mp4 1.8 MB
  099 Exercise Solution Outlier Removal-en.srt 7.6 KB
  099 Exercise Solution Outlier Removal.mp4 38.5 MB
  100 Fraud The Perils of Clickstream and International Concerns-en.srt 9.7 KB
  100 Fraud The Perils of Clickstream and International Concerns.mp4 58.2 MB
  101 Temporal Effects and Value-Aware Recommendations-en.srt 7.5 KB
  101 Temporal Effects and Value-Aware Recommendations.mp4 54 MB
  102 Case Study YouTube Part 1-en.srt 7.2 KB
  102 Case Study YouTube Part 1.mp4 26.9 MB
  103 Case Study YouTube Part 2-en.srt 14.2 KB
  103 Case Study YouTube Part 2.mp4 26.3 MB
  104 Case Study Netflix Part 1-en.srt 7.6 KB
  104 Case Study Netflix Part 1.mp4 27.6 MB
  105 Case Study Netflix Part 2-en.srt 7.6 KB
  105 Case Study Netflix Part 2.mp4 26.6 MB
  106 Hybrid Recommenders and Exercise-en.srt 5.5 KB
  106 Hybrid Recommenders and Exercise.mp4 18.4 MB
  107 Exercise Solution Hybrid Recommenders-en.srt 8.3 KB
  107 Exercise Solution Hybrid Recommenders.mp4 33.2 MB
  108 More to Explore-en.srt 5 KB
  108 More to Explore.mp4 38.9 MB
  109 Bonus Lecture Companion Book and More Courses from Sundog Education-en.srt 1.7 KB
  109 Bonus Lecture Companion Book and More Courses from Sundog Education.mp4 21.1 MB
  109 Building-Recommender-Systems-book-on-Amazon.txt 0 B
  109 Sundog-Education-website.txt 0 B
  [Tutorialsplanet.NET].url 102.4 B
  ▲ 221 total files

Description


Udemy - Building Recommender Systems with Machine Learning and AI [TP]

Help people discover new products and content with deep learning, neural networks, and machine learning recommendations.

For more Udemy Courses: https://tutorialsplanet.net

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