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[FreeCourseSite.com] Udemy - Building Recommender Systems with Machine Learning and AI
magnet:?xt=urn:btih:b80e4012e2f75f1d9ccebb0727f380b94f979940&dn=[FreeCourseSite.com] Udemy - Building Recommender Systems with Machine Learning and AI
磁力链接详情
Hash值:
b80e4012e2f75f1d9ccebb0727f380b94f979940
点击数:
174
文件大小:
4.48 GB
文件数量:
109
创建日期:
2019-2-17 09:54
最后访问:
2024-5-3 03:08
访问标签:
FreeCourseSite
com
Udemy
-
Building
Recommender
Systems
with
Machine
Learning
and
AI
文件列表详情
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.mp4 104.08 MB
01 Getting Started/003 Course Roadmap.mp4 27.58 MB
01 Getting Started/004 Types of Recommenders.mp4 26.82 MB
01 Getting Started/005 Understanding You through Implicit and Explicit Ratings.mp4 20.72 MB
01 Getting Started/006 Top-N Recommender Architecture.mp4 37.09 MB
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.mp4 43.03 MB
02 Introduction to Python [Optional]/009 Data Structures in Python.mp4 24.41 MB
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.mp4 13.86 MB
03 Evaluating Recommender Systems/012 TrainTest and Cross Validation.mp4 29.05 MB
03 Evaluating Recommender Systems/013 Accuracy Metrics (RMSE MAE).mp4 40.28 MB
03 Evaluating Recommender Systems/014 Top-N Hit Rate - Many Ways.mp4 24.53 MB
03 Evaluating Recommender Systems/015 Coverage Diversity and Novelty.mp4 13.73 MB
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..mp4 12.83 MB
03 Evaluating Recommender Systems/018 [Activity] Walkthrough of RecommenderMetrics.py.mp4 64.3 MB
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.mp4 21.56 MB
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.mp4 37.88 MB
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..mp4 34.57 MB
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.mp4 19.61 MB
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.mp4 46.52 MB
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.mp4 59.1 MB
06 Neighborhood-Based Collaborative Filtering/031 Similarity Metrics.mp4 30.68 MB
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.mp4 48.65 MB
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.mp4 26.81 MB
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.mp4 15.43 MB
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.mp4 24.85 MB
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..mp4 41.26 MB
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).mp4 61.2 MB
07 Matrix Factorization Methods/044 Singular Value Decomposition.mp4 25.07 MB
07 Matrix Factorization Methods/045 [Activity] Running SVD and SVD on MovieLens.mp4 37.49 MB
07 Matrix Factorization Methods/046 Improving on SVD.mp4 23.07 MB
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).mp4 26.46 MB
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.mp4 37.05 MB
08 Introduction to Deep Learning [Optional]/051 History of Artificial Neural Networks.mp4 84.21 MB
08 Introduction to Deep Learning [Optional]/052 [Activity] Playing with Tensorflow.mp4 145.4 MB
08 Introduction to Deep Learning [Optional]/053 Training Neural Networks.mp4 38.35 MB
08 Introduction to Deep Learning [Optional]/054 Tuning Neural Networks.mp4 31.27 MB
08 Introduction to Deep Learning [Optional]/055 Introduction to Tensorflow.mp4 92.47 MB
08 Introduction to Deep Learning [Optional]/056 [Activity] Handwriting Recognition with Tensorflow part 1.mp4 181.85 MB
08 Introduction to Deep Learning [Optional]/057 [Activity] Handwriting Recognition with Tensorflow part 2.mp4 57.58 MB
08 Introduction to Deep Learning [Optional]/058 Introduction to Keras.mp4 16.45 MB
08 Introduction to Deep Learning [Optional]/059 [Activity] Handwriting Recognition with Keras.mp4 88.71 MB
08 Introduction to Deep Learning [Optional]/060 Classifier Patterns with Keras.mp4 24.84 MB
08 Introduction to Deep Learning [Optional]/061 [Exercise] Predict Political Parties of Politicians with Keras.mp4 100.21 MB
08 Introduction to Deep Learning [Optional]/062 Intro to Convolutional Neural Networks (CNNs).mp4 78.19 MB
08 Introduction to Deep Learning [Optional]/063 CNN Architectures.mp4 22.54 MB
08 Introduction to Deep Learning [Optional]/064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 82.28 MB
08 Introduction to Deep Learning [Optional]/065 Intro to Recurrent Neural Networks (RNNs).mp4 49.64 MB
08 Introduction to Deep Learning [Optional]/066 Training Recurrent Neural Networks.mp4 20.72 MB
08 Introduction to Deep Learning [Optional]/067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras.mp4 119.78 MB
09 Deep Learning for Recommender Systems/068 Intro to Deep Learning for Recommenders.mp4 42.62 MB
09 Deep Learning for Recommender Systems/069 Restricted Boltzmann Machines (RBMs).mp4 31.67 MB
09 Deep Learning for Recommender Systems/070 [Activity] Recommendations with RBMs part 1.mp4 144.44 MB
09 Deep Learning for Recommender Systems/071 [Activity] Recommendations with RBMs part 2.mp4 76.73 MB
09 Deep Learning for Recommender Systems/072 [Activity] Evaluating the RBM Recommender.mp4 37.67 MB
09 Deep Learning for Recommender Systems/073 [Exercise] Tuning Restricted Boltzmann Machines.mp4 33.61 MB
09 Deep Learning for Recommender Systems/074 Exercise Results Tuning a RBM Recommender.mp4 11.85 MB
09 Deep Learning for Recommender Systems/075 Auto-Encoders for Recommendations Deep Learning for Recs.mp4 26.91 MB
09 Deep Learning for Recommender Systems/076 [Activity] Recommendations with Deep Neural Networks.mp4 75.41 MB
09 Deep Learning for Recommender Systems/077 Clickstream Recommendations with RNNs.mp4 48.72 MB
09 Deep Learning for Recommender Systems/078 [Exercise] Get GRU4Rec Working on your Desktop.mp4 7.46 MB
09 Deep Learning for Recommender Systems/079 Exercise Results GRU4Rec in Action.mp4 62.65 MB
09 Deep Learning for Recommender Systems/080 Bleeding Edge Alert Deep Factorization Machines.mp4 57.36 MB
09 Deep Learning for Recommender Systems/081 More Emerging Tech to Watch.mp4 27.64 MB
10 Scaling it Up/082 [Activity] Introduction and Installation of Apache Spark.mp4 53.32 MB
10 Scaling it Up/083 Apache Spark Architecture.mp4 17.36 MB
10 Scaling it Up/084 [Activity] Movie Recommendations with Spark Matrix Factorization and ALS.mp4 55.61 MB
10 Scaling it Up/085 [Activity] Recommendations from 20 million ratings with Spark.mp4 50.67 MB
10 Scaling it Up/086 Amazon DSSTNE.mp4 42.31 MB
10 Scaling it Up/087 DSSTNE in Action.mp4 116.66 MB
10 Scaling it Up/088 Scaling Up DSSTNE.mp4 10.44 MB
10 Scaling it Up/089 AWS SageMaker and Factorization Machines.mp4 15.58 MB
10 Scaling it Up/090 SageMaker in Action Factorization Machines on one million ratings in the cloud.mp4 68.34 MB
11 Real-World Challenges of Recommender Systems/091 The Cold Start Problem (and solutions).mp4 27.79 MB
11 Real-World Challenges of Recommender Systems/092 [Exercise] Implement Random Exploration.mp4 2.2 MB
11 Real-World Challenges of Recommender Systems/093 Exercise Solution Random Exploration.mp4 24.17 MB
11 Real-World Challenges of Recommender Systems/094 Stoplists.mp4 19.91 MB
11 Real-World Challenges of Recommender Systems/095 [Exercise] Implement a Stoplist.mp4 1.35 MB
11 Real-World Challenges of Recommender Systems/096 Exercise Solution Implement a Stoplist.mp4 26.71 MB
11 Real-World Challenges of Recommender Systems/097 Filter Bubbles Trust and Outliers.mp4 92.41 MB
11 Real-World Challenges of Recommender Systems/098 [Exercise] Identify and Eliminate Outlier Users.mp4 1.77 MB
11 Real-World Challenges of Recommender Systems/099 Exercise Solution Outlier Removal.mp4 38.49 MB
11 Real-World Challenges of Recommender Systems/100 Fraud The Perils of Clickstream and International Concerns.mp4 58.23 MB
11 Real-World Challenges of Recommender Systems/101 Temporal Effects and Value-Aware Recommendations.mp4 54.02 MB
12 Case Studies/102 Case Study YouTube Part 1.mp4 26.91 MB
12 Case Studies/103 Case Study YouTube Part 2.mp4 26.26 MB
12 Case Studies/104 Case Study Netflix Part 1.mp4 27.55 MB
12 Case Studies/105 Case Study Netflix Part 2.mp4 26.57 MB
13 Hybrid Approaches/106 Hybrid Recommenders and Exercise.mp4 18.4 MB
13 Hybrid Approaches/107 Exercise Solution Hybrid Recommenders.mp4 33.18 MB
14 Wrapping Up/108 More to Explore.mp4 38.93 MB
14 Wrapping Up/109 Bonus Lecture Companion Book and More Courses from Sundog Education.mp4 21.12 MB
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