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3.91KB
01 Getting Started/001 Udemy 101 Getting the Most From This Course.mp4
19.71MB
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15.24KB
01 Getting Started/002 [Activity] Install Anaconda course materials and create movie recommendations.mp4
104.08MB
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8.28KB
01 Getting Started/003 Course Roadmap.mp4
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6.68KB
01 Getting Started/004 Types of Recommenders.mp4
26.82MB
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8.75KB
01 Getting Started/005 Understanding You through Implicit and Explicit Ratings.mp4
20.72MB
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11.6KB
01 Getting Started/006 Top-N Recommender Architecture.mp4
37.09MB
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8.91KB
01 Getting Started/007 [Quiz] Review the basics of recommender systems..mp4
21.3MB
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02 Introduction to Python [Optional]/008 [Activity] The Basics of Python-en.srt
8.7KB
02 Introduction to Python [Optional]/008 [Activity] The Basics of Python.mp4
43.03MB
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02 Introduction to Python [Optional]/009 Data Structures in Python-en.srt
9.46KB
02 Introduction to Python [Optional]/009 Data Structures in Python.mp4
24.41MB
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02 Introduction to Python [Optional]/010 Functions in Python-en.srt
5.2KB
02 Introduction to Python [Optional]/010 Functions in Python.mp4
12.27MB
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02 Introduction to Python [Optional]/011 [Exercise] Booleans loops and a hands-on challenge-en.srt
6.29KB
02 Introduction to Python [Optional]/011 [Exercise] Booleans loops and a hands-on challenge.mp4
13.86MB
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03 Evaluating Recommender Systems/012 TrainTest and Cross Validation-en.srt
8.34KB
03 Evaluating Recommender Systems/012 TrainTest and Cross Validation.mp4
29.05MB
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03 Evaluating Recommender Systems/013 Accuracy Metrics (RMSE MAE)-en.srt
8.45KB
03 Evaluating Recommender Systems/013 Accuracy Metrics (RMSE MAE).mp4
40.28MB
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03 Evaluating Recommender Systems/014 Top-N Hit Rate - Many Ways-en.srt
9.19KB
03 Evaluating Recommender Systems/014 Top-N Hit Rate - Many Ways.mp4
24.53MB
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03 Evaluating Recommender Systems/015 Coverage Diversity and Novelty-en.srt
10.51KB
03 Evaluating Recommender Systems/015 Coverage Diversity and Novelty.mp4
13.73MB
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03 Evaluating Recommender Systems/016 Churn Responsiveness and AB Tests-en.srt
10.94KB
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60.94MB
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03 Evaluating Recommender Systems/017 [Quiz] Review ways to measure your recommender.-en.srt
5.44KB
03 Evaluating Recommender Systems/017 [Quiz] Review ways to measure your recommender..mp4
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03 Evaluating Recommender Systems/018 [Activity] Walkthrough of RecommenderMetrics.py-en.srt
12.8KB
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64.3MB
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03 Evaluating Recommender Systems/019 [Activity] Walkthrough of TestMetrics.py-en.srt
10.66KB
03 Evaluating Recommender Systems/019 [Activity] Walkthrough of TestMetrics.py.mp4
54.36MB
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03 Evaluating Recommender Systems/020 [Activity] Measure the Performance of SVD Recommendations-en.srt
5KB
03 Evaluating Recommender Systems/020 [Activity] Measure the Performance of SVD Recommendations.mp4
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14.81KB
04 A Recommender Engine Framework/021 Our Recommender Engine Architecture.mp4
32.73MB
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04 A Recommender Engine Framework/022 [Activity] Recommender Engine Walkthrough Part 1.mp4
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04 A Recommender Engine Framework/023 [Activity] Recommender Engine Walkthrough Part 2.mp4
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04 A Recommender Engine Framework/024 [Activity] Review the Results of our Algorithm Evaluation.-en.srt
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04 A Recommender Engine Framework/024 [Activity] Review the Results of our Algorithm Evaluation..mp4
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05 Content-Based Filtering/025 Content-Based Recommendations and the Cosine Similarity Metric-en.srt
17.85KB
05 Content-Based Filtering/025 Content-Based Recommendations and the Cosine Similarity Metric.mp4
61.58MB
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05 Content-Based Filtering/026 K-Nearest-Neighbors and Content Recs-en.srt
8.14KB
05 Content-Based Filtering/026 K-Nearest-Neighbors and Content Recs.mp4
19.61MB
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05 Content-Based Filtering/027 [Activity] Producing and Evaluating Content-Based Movie Recommendations-en.srt
10.33KB
05 Content-Based Filtering/027 [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4
52.36MB
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05 Content-Based Filtering/028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations-en.srt
8.61KB
05 Content-Based Filtering/028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations.mp4
46.52MB
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05 Content-Based Filtering/029 [Exercise] Dive Deeper into Content-Based Recommendations-en.srt
8.49KB
05 Content-Based Filtering/029 [Exercise] Dive Deeper into Content-Based Recommendations.mp4
24.11MB
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06 Neighborhood-Based Collaborative Filtering/030 Measuring Similarity and Sparsity-en.srt
10.77KB
06 Neighborhood-Based Collaborative Filtering/030 Measuring Similarity and Sparsity.mp4
59.1MB
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18.83KB
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30.68MB
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06 Neighborhood-Based Collaborative Filtering/032 User-based Collaborative Filtering-en.srt
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34.21MB
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06 Neighborhood-Based Collaborative Filtering/033 [Activity] User-based Collaborative Filtering Hands-On-en.srt
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06 Neighborhood-Based Collaborative Filtering/033 [Activity] User-based Collaborative Filtering Hands-On.mp4
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06 Neighborhood-Based Collaborative Filtering/034 Item-based Collaborative Filtering-en.srt
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06 Neighborhood-Based Collaborative Filtering/035 [Activity] Item-based Collaborative Filtering Hands-On-en.srt
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06 Neighborhood-Based Collaborative Filtering/035 [Activity] Item-based Collaborative Filtering Hands-On.mp4
26.81MB
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06 Neighborhood-Based Collaborative Filtering/036 [Exercise] Tuning Collaborative Filtering Algorithms-en.srt
6.95KB
06 Neighborhood-Based Collaborative Filtering/036 [Exercise] Tuning Collaborative Filtering Algorithms.mp4
19.7MB
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06 Neighborhood-Based Collaborative Filtering/037 [Activity] Evaluating Collaborative Filtering Systems Offline-en.srt
2.54KB
06 Neighborhood-Based Collaborative Filtering/037 [Activity] Evaluating Collaborative Filtering Systems Offline.mp4
15.43MB
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06 Neighborhood-Based Collaborative Filtering/038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering-en.srt
4.45KB
06 Neighborhood-Based Collaborative Filtering/038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.mp4
9.5MB
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8.22KB
06 Neighborhood-Based Collaborative Filtering/039 KNN Recommenders.mp4
24.85MB
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4.66KB
06 Neighborhood-Based Collaborative Filtering/040 [Activity] Running User and Item-Based KNN on MovieLens.mp4
23.76MB
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06 Neighborhood-Based Collaborative Filtering/041 [Exercise] Experiment with different KNN parameters.-en.srt
8.79KB
06 Neighborhood-Based Collaborative Filtering/041 [Exercise] Experiment with different KNN parameters..mp4
41.26MB
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4.89KB
06 Neighborhood-Based Collaborative Filtering/042 Bleeding Edge Alert Translation-Based Recommendations.mp4
21.49MB
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07 Matrix Factorization Methods/043 Principal Component Analysis (PCA)-en.srt
14.07KB
07 Matrix Factorization Methods/043 Principal Component Analysis (PCA).mp4
61.2MB
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07 Matrix Factorization Methods/044 Singular Value Decomposition-en.srt
13.54KB
07 Matrix Factorization Methods/044 Singular Value Decomposition.mp4
25.07MB
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07 Matrix Factorization Methods/045 [Activity] Running SVD and SVD on MovieLens-en.srt
6.39KB
07 Matrix Factorization Methods/045 [Activity] Running SVD and SVD on MovieLens.mp4
37.49MB
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07 Matrix Factorization Methods/046 Improving on SVD-en.srt
9.08KB
07 Matrix Factorization Methods/046 Improving on SVD.mp4
23.07MB
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07 Matrix Factorization Methods/047 [Exercise] Tune the hyperparameters on SVD-en.srt
4.02KB
07 Matrix Factorization Methods/047 [Exercise] Tune the hyperparameters on SVD.mp4
12.46MB
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07 Matrix Factorization Methods/048 Bleeding Edge Alert Sparse Linear Methods (SLIM)-en.srt
7.55KB
07 Matrix Factorization Methods/048 Bleeding Edge Alert Sparse Linear Methods (SLIM).mp4
26.46MB
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08 Introduction to Deep Learning [Optional]/049 Deep Learning Introduction-en.srt
3.35KB
08 Introduction to Deep Learning [Optional]/049 Deep Learning Introduction.mp4
17.62MB
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08 Introduction to Deep Learning [Optional]/050 Deep Learning Pre-Requisites-en.srt
17.85KB
08 Introduction to Deep Learning [Optional]/050 Deep Learning Pre-Requisites.mp4
37.05MB
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08 Introduction to Deep Learning [Optional]/051 History of Artificial Neural Networks-en.srt
22.48KB
08 Introduction to Deep Learning [Optional]/051 History of Artificial Neural Networks.mp4
84.21MB
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08 Introduction to Deep Learning [Optional]/052 [Activity] Playing with Tensorflow-en.srt
23.26KB
08 Introduction to Deep Learning [Optional]/052 [Activity] Playing with Tensorflow.mp4
145.4MB
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08 Introduction to Deep Learning [Optional]/053 Training Neural Networks-en.srt
12.45KB
08 Introduction to Deep Learning [Optional]/053 Training Neural Networks.mp4
38.35MB
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08 Introduction to Deep Learning [Optional]/054 Tuning Neural Networks-en.srt
8.26KB
08 Introduction to Deep Learning [Optional]/054 Tuning Neural Networks.mp4
31.27MB
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08 Introduction to Deep Learning [Optional]/055 Introduction to Tensorflow-en.srt
25.95KB
08 Introduction to Deep Learning [Optional]/055 Introduction to Tensorflow.mp4
92.47MB
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08 Introduction to Deep Learning [Optional]/056 [Activity] Handwriting Recognition with Tensorflow part 1-en.srt
33.29KB
08 Introduction to Deep Learning [Optional]/056 [Activity] Handwriting Recognition with Tensorflow part 1.mp4
181.85MB
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08 Introduction to Deep Learning [Optional]/057 [Activity] Handwriting Recognition with Tensorflow part 2-en.srt
13.37KB
08 Introduction to Deep Learning [Optional]/057 [Activity] Handwriting Recognition with Tensorflow part 2.mp4
57.58MB
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08 Introduction to Deep Learning [Optional]/058 Introduction to Keras-en.srt
6.18KB
08 Introduction to Deep Learning [Optional]/058 Introduction to Keras.mp4
16.45MB
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08 Introduction to Deep Learning [Optional]/059 [Activity] Handwriting Recognition with Keras-en.srt
19.58KB
08 Introduction to Deep Learning [Optional]/059 [Activity] Handwriting Recognition with Keras.mp4
88.71MB
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08 Introduction to Deep Learning [Optional]/060 Classifier Patterns with Keras-en.srt
8.03KB
08 Introduction to Deep Learning [Optional]/060 Classifier Patterns with Keras.mp4
24.84MB
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08 Introduction to Deep Learning [Optional]/061 [Exercise] Predict Political Parties of Politicians with Keras-en.srt
17.87KB
08 Introduction to Deep Learning [Optional]/061 [Exercise] Predict Political Parties of Politicians with Keras.mp4
100.21MB
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08 Introduction to Deep Learning [Optional]/062 Intro to Convolutional Neural Networks (CNNs)-en.srt
17.95KB
08 Introduction to Deep Learning [Optional]/062 Intro to Convolutional Neural Networks (CNNs).mp4
78.19MB
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08 Introduction to Deep Learning [Optional]/063 CNN Architectures-en.srt
6.27KB
08 Introduction to Deep Learning [Optional]/063 CNN Architectures.mp4
22.54MB
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08 Introduction to Deep Learning [Optional]/064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs)-en.srt
16.75KB
08 Introduction to Deep Learning [Optional]/064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4
82.28MB
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08 Introduction to Deep Learning [Optional]/065 Intro to Recurrent Neural Networks (RNNs)-en.srt
15.54KB
08 Introduction to Deep Learning [Optional]/065 Intro to Recurrent Neural Networks (RNNs).mp4
49.64MB
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08 Introduction to Deep Learning [Optional]/066 Training Recurrent Neural Networks-en.srt
6.63KB
08 Introduction to Deep Learning [Optional]/066 Training Recurrent Neural Networks.mp4
20.72MB
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08 Introduction to Deep Learning [Optional]/067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras-en.srt
22.69KB
08 Introduction to Deep Learning [Optional]/067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras.mp4
119.78MB
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09 Deep Learning for Recommender Systems/068 Intro to Deep Learning for Recommenders-en.srt
4.8KB
09 Deep Learning for Recommender Systems/068 Intro to Deep Learning for Recommenders.mp4
42.62MB
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09 Deep Learning for Recommender Systems/069 Restricted Boltzmann Machines (RBMs)-en.srt
16.19KB
09 Deep Learning for Recommender Systems/069 Restricted Boltzmann Machines (RBMs).mp4
31.67MB
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09 Deep Learning for Recommender Systems/070 [Activity] Recommendations with RBMs part 1-en.srt
25.06KB
09 Deep Learning for Recommender Systems/070 [Activity] Recommendations with RBMs part 1.mp4
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09 Deep Learning for Recommender Systems/071 [Activity] Recommendations with RBMs part 2.mp4
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09 Deep Learning for Recommender Systems/073 [Exercise] Tuning Restricted Boltzmann Machines.mp4
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9.4KB
09 Deep Learning for Recommender Systems/075 Auto-Encoders for Recommendations Deep Learning for Recs.mp4
26.91MB
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09 Deep Learning for Recommender Systems/076 [Activity] Recommendations with Deep Neural Networks.mp4
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15.17KB
09 Deep Learning for Recommender Systems/077 Clickstream Recommendations with RNNs.mp4
48.72MB
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10 Scaling it Up/086 Amazon DSSTNE-en.srt
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10 Scaling it Up/087 DSSTNE in Action.mp4
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12 Case Studies/103 Case Study YouTube Part 2.mp4
26.26MB
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12 Case Studies/104 Case Study Netflix Part 1-en.srt
7.65KB
12 Case Studies/104 Case Study Netflix Part 1.mp4
27.55MB
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12 Case Studies/105 Case Study Netflix Part 2-en.srt
7.63KB
12 Case Studies/105 Case Study Netflix Part 2.mp4
26.57MB
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13 Hybrid Approaches/106 Hybrid Recommenders and Exercise-en.srt
5.51KB
13 Hybrid Approaches/106 Hybrid Recommenders and Exercise.mp4
18.4MB
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13 Hybrid Approaches/107 Exercise Solution Hybrid Recommenders-en.srt
8.35KB
13 Hybrid Approaches/107 Exercise Solution Hybrid Recommenders.mp4
33.18MB
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14 Wrapping Up/108 More to Explore-en.srt
4.98KB
14 Wrapping Up/108 More to Explore.mp4
38.93MB
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14 Wrapping Up/109 Bonus Lecture Companion Book and More Courses from Sundog Education-en.srt
1.66KB
14 Wrapping Up/109 Bonus Lecture Companion Book and More Courses from Sundog Education.mp4
21.12MB
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14 Wrapping Up/109 Building-Recommender-Systems-book-on-Amazon.txt
23B
14 Wrapping Up/109 Sundog-Education-website.txt
35B
[FreeCoursesOnline.Me].url
133B
[FreeTutorials.Eu].url
129B