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| [Tutorialsplanet.NET].url |
128B |
| 001 Udemy 101 Getting the Most From This Course.mp4 |
19.71MB |
| 001 Udemy 101 Getting the Most From This Course-en.srt |
3.91KB |
| 002 [Activity] Install Anaconda course materials and create movie recommendations.mp4 |
36.83MB |
| 002 [Activity] Install Anaconda course materials and create movie recommendations-en.srt |
15.24KB |
| 003 Course Roadmap.mp4 |
17.14MB |
| 003 Course Roadmap-en.srt |
8.28KB |
| 004 Types of Recommenders.mp4 |
26.82MB |
| 004 Types of Recommenders-en.srt |
6.68KB |
| 005 Understanding You through Implicit and Explicit Ratings.mp4 |
20.72MB |
| 005 Understanding You through Implicit and Explicit Ratings-en.srt |
8.75KB |
| 006 Top-N Recommender Architecture.mp4 |
37.09MB |
| 006 Top-N Recommender Architecture-en.srt |
11.60KB |
| 007 [Quiz] Review the basics of recommender systems..mp4 |
21.30MB |
| 007 [Quiz] Review the basics of recommender systems.-en.srt |
8.91KB |
| 008 [Activity] The Basics of Python.mp4 |
43.03MB |
| 008 [Activity] The Basics of Python-en.srt |
8.70KB |
| 009 Data Structures in Python.mp4 |
24.41MB |
| 009 Data Structures in Python-en.srt |
9.46KB |
| 010 Functions in Python.mp4 |
12.27MB |
| 010 Functions in Python-en.srt |
5.20KB |
| 011 [Exercise] Booleans loops and a hands-on challenge.mp4 |
13.86MB |
| 011 [Exercise] Booleans loops and a hands-on challenge-en.srt |
6.29KB |
| 012 TrainTest and Cross Validation.mp4 |
29.05MB |
| 012 TrainTest and Cross Validation-en.srt |
8.34KB |
| 013 Accuracy Metrics (RMSE MAE).mp4 |
40.28MB |
| 013 Accuracy Metrics (RMSE MAE)-en.srt |
8.45KB |
| 014 Top-N Hit Rate - Many Ways.mp4 |
24.53MB |
| 014 Top-N Hit Rate - Many Ways-en.srt |
9.19KB |
| 015 Coverage Diversity and Novelty.mp4 |
13.73MB |
| 015 Coverage Diversity and Novelty-en.srt |
10.51KB |
| 016 Churn Responsiveness and AB Tests.mp4 |
60.94MB |
| 016 Churn Responsiveness and AB Tests-en.srt |
10.94KB |
| 017 [Quiz] Review ways to measure your recommender..mp4 |
12.83MB |
| 017 [Quiz] Review ways to measure your recommender.-en.srt |
5.44KB |
| 018 [Activity] Walkthrough of RecommenderMetrics.py.mp4 |
64.30MB |
| 018 [Activity] Walkthrough of RecommenderMetrics.py-en.srt |
12.80KB |
| 019 [Activity] Walkthrough of TestMetrics.py.mp4 |
54.36MB |
| 019 [Activity] Walkthrough of TestMetrics.py-en.srt |
10.66KB |
| 020 [Activity] Measure the Performance of SVD Recommendations.mp4 |
21.56MB |
| 020 [Activity] Measure the Performance of SVD Recommendations-en.srt |
5.00KB |
| 021 Our Recommender Engine Architecture.mp4 |
32.73MB |
| 021 Our Recommender Engine Architecture-en.srt |
14.81KB |
| 022 [Activity] Recommender Engine Walkthrough Part 1.mp4 |
37.88MB |
| 022 [Activity] Recommender Engine Walkthrough Part 1-en.srt |
7.40KB |
| 023 [Activity] Recommender Engine Walkthrough Part 2.mp4 |
39.59MB |
| 023 [Activity] Recommender Engine Walkthrough Part 2-en.srt |
7.88KB |
| 024 [Activity] Review the Results of our Algorithm Evaluation..mp4 |
34.57MB |
| 024 [Activity] Review the Results of our Algorithm Evaluation.-en.srt |
6.37KB |
| 025 Content-Based Recommendations and the Cosine Similarity Metric.mp4 |
61.58MB |
| 025 Content-Based Recommendations and the Cosine Similarity Metric-en.srt |
17.85KB |
| 026 K-Nearest-Neighbors and Content Recs.mp4 |
19.61MB |
| 026 K-Nearest-Neighbors and Content Recs-en.srt |
8.14KB |
| 027 [Activity] Producing and Evaluating Content-Based Movie Recommendations.mp4 |
52.36MB |
| 027 [Activity] Producing and Evaluating Content-Based Movie Recommendations-en.srt |
10.33KB |
| 028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations.mp4 |
46.52MB |
| 028 [Activity] Bleeding Edge Alert Mise en Scene Recommendations-en.srt |
8.61KB |
| 029 [Exercise] Dive Deeper into Content-Based Recommendations.mp4 |
24.11MB |
| 029 [Exercise] Dive Deeper into Content-Based Recommendations-en.srt |
8.49KB |
| 030 Measuring Similarity and Sparsity.mp4 |
59.10MB |
| 030 Measuring Similarity and Sparsity-en.srt |
10.77KB |
| 031 Similarity Metrics.mp4 |
30.68MB |
| 031 Similarity Metrics-en.srt |
18.83KB |
| 032 User-based Collaborative Filtering.mp4 |
34.21MB |
| 032 User-based Collaborative Filtering-en.srt |
14.23KB |
| 033 [Activity] User-based Collaborative Filtering Hands-On.mp4 |
48.65MB |
| 033 [Activity] User-based Collaborative Filtering Hands-On-en.srt |
9.61KB |
| 034 Item-based Collaborative Filtering.mp4 |
52.23MB |
| 034 Item-based Collaborative Filtering-en.srt |
8.83KB |
| 035 [Activity] Item-based Collaborative Filtering Hands-On.mp4 |
26.81MB |
| 035 [Activity] Item-based Collaborative Filtering Hands-On-en.srt |
4.87KB |
| 036 [Exercise] Tuning Collaborative Filtering Algorithms.mp4 |
19.70MB |
| 036 [Exercise] Tuning Collaborative Filtering Algorithms-en.srt |
6.95KB |
| 037 [Activity] Evaluating Collaborative Filtering Systems Offline.mp4 |
15.43MB |
| 037 [Activity] Evaluating Collaborative Filtering Systems Offline-en.srt |
2.54KB |
| 038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering.mp4 |
9.50MB |
| 038 [Exercise] Measure the Hit Rate of Item-Based Collaborative Filtering-en.srt |
4.45KB |
| 039 KNN Recommenders.mp4 |
24.85MB |
| 039 KNN Recommenders-en.srt |
8.22KB |
| 040 [Activity] Running User and Item-Based KNN on MovieLens.mp4 |
23.76MB |
| 040 [Activity] Running User and Item-Based KNN on MovieLens-en.srt |
4.66KB |
| 041 [Exercise] Experiment with different KNN parameters..mp4 |
41.26MB |
| 041 [Exercise] Experiment with different KNN parameters.-en.srt |
8.79KB |
| 042 Bleeding Edge Alert Translation-Based Recommendations.mp4 |
21.49MB |
| 042 Bleeding Edge Alert Translation-Based Recommendations-en.srt |
4.89KB |
| 043 Principal Component Analysis (PCA).mp4 |
61.20MB |
| 043 Principal Component Analysis (PCA)-en.srt |
14.07KB |
| 044 Singular Value Decomposition.mp4 |
25.07MB |
| 044 Singular Value Decomposition-en.srt |
13.54KB |
| 045 [Activity] Running SVD and SVD on MovieLens.mp4 |
37.49MB |
| 045 [Activity] Running SVD and SVD on MovieLens-en.srt |
6.39KB |
| 046 Improving on SVD.mp4 |
23.07MB |
| 046 Improving on SVD-en.srt |
9.08KB |
| 047 [Exercise] Tune the hyperparameters on SVD.mp4 |
12.46MB |
| 047 [Exercise] Tune the hyperparameters on SVD-en.srt |
4.02KB |
| 048 Bleeding Edge Alert Sparse Linear Methods (SLIM).mp4 |
26.46MB |
| 048 Bleeding Edge Alert Sparse Linear Methods (SLIM)-en.srt |
7.55KB |
| 049 Deep Learning Introduction.mp4 |
17.62MB |
| 049 Deep Learning Introduction-en.srt |
3.35KB |
| 050 Deep Learning Pre-Requisites.mp4 |
37.05MB |
| 050 Deep Learning Pre-Requisites-en.srt |
17.85KB |
| 051 History of Artificial Neural Networks.mp4 |
84.21MB |
| 051 History of Artificial Neural Networks-en.srt |
22.48KB |
| 052 [Activity] Playing with Tensorflow.mp4 |
145.40MB |
| 052 [Activity] Playing with Tensorflow-en.srt |
23.26KB |
| 053 Training Neural Networks.mp4 |
38.35MB |
| 053 Training Neural Networks-en.srt |
12.45KB |
| 054 Tuning Neural Networks.mp4 |
31.27MB |
| 054 Tuning Neural Networks-en.srt |
8.26KB |
| 055 Introduction to Tensorflow.mp4 |
92.47MB |
| 055 Introduction to Tensorflow-en.srt |
25.95KB |
| 056 [Activity] Handwriting Recognition with Tensorflow part 1.mp4 |
181.85MB |
| 056 [Activity] Handwriting Recognition with Tensorflow part 1-en.srt |
33.29KB |
| 057 [Activity] Handwriting Recognition with Tensorflow part 2.mp4 |
57.58MB |
| 057 [Activity] Handwriting Recognition with Tensorflow part 2-en.srt |
13.37KB |
| 058 Introduction to Keras.mp4 |
16.45MB |
| 058 Introduction to Keras-en.srt |
6.18KB |
| 059 [Activity] Handwriting Recognition with Keras.mp4 |
88.71MB |
| 059 [Activity] Handwriting Recognition with Keras-en.srt |
19.58KB |
| 060 Classifier Patterns with Keras.mp4 |
24.84MB |
| 060 Classifier Patterns with Keras-en.srt |
8.03KB |
| 061 [Exercise] Predict Political Parties of Politicians with Keras.mp4 |
100.21MB |
| 061 [Exercise] Predict Political Parties of Politicians with Keras-en.srt |
17.87KB |
| 062 Intro to Convolutional Neural Networks (CNNs).mp4 |
78.19MB |
| 062 Intro to Convolutional Neural Networks (CNNs)-en.srt |
17.95KB |
| 063 CNN Architectures.mp4 |
22.54MB |
| 063 CNN Architectures-en.srt |
6.27KB |
| 064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4 |
82.28MB |
| 064 [Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs)-en.srt |
16.75KB |
| 065 Intro to Recurrent Neural Networks (RNNs).mp4 |
49.64MB |
| 065 Intro to Recurrent Neural Networks (RNNs)-en.srt |
15.54KB |
| 066 Training Recurrent Neural Networks.mp4 |
20.72MB |
| 066 Training Recurrent Neural Networks-en.srt |
6.63KB |
| 067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras.mp4 |
119.78MB |
| 067 [Activity] Sentiment Analysis of Movie Reviews using RNNs and Keras-en.srt |
22.69KB |
| 068 Intro to Deep Learning for Recommenders.mp4 |
42.62MB |
| 068 Intro to Deep Learning for Recommenders-en.srt |
4.80KB |
| 069 Restricted Boltzmann Machines (RBMs).mp4 |
31.67MB |
| 069 Restricted Boltzmann Machines (RBMs)-en.srt |
16.19KB |
| 070 [Activity] Recommendations with RBMs part 1.mp4 |
144.44MB |
| 070 [Activity] Recommendations with RBMs part 1-en.srt |
25.06KB |
| 071 [Activity] Recommendations with RBMs part 2.mp4 |
76.73MB |
| 071 [Activity] Recommendations with RBMs part 2-en.srt |
14.09KB |
| 072 [Activity] Evaluating the RBM Recommender.mp4 |
37.67MB |
| 072 [Activity] Evaluating the RBM Recommender-en.srt |
6.67KB |
| 073 [Exercise] Tuning Restricted Boltzmann Machines.mp4 |
33.61MB |
| 073 [Exercise] Tuning Restricted Boltzmann Machines-en.srt |
3.82KB |
| 074 Exercise Results Tuning a RBM Recommender.mp4 |
11.85MB |
| 074 Exercise Results Tuning a RBM Recommender-en.srt |
2.43KB |
| 075 Auto-Encoders for Recommendations Deep Learning for Recs.mp4 |
26.91MB |
| 075 Auto-Encoders for Recommendations Deep Learning for Recs-en.srt |
9.40KB |
| 076 [Activity] Recommendations with Deep Neural Networks.mp4 |
75.41MB |
| 076 [Activity] Recommendations with Deep Neural Networks-en.srt |
13.33KB |
| 077 Clickstream Recommendations with RNNs.mp4 |
48.72MB |
| 077 Clickstream Recommendations with RNNs-en.srt |
15.17KB |
| 078 [Exercise] Get GRU4Rec Working on your Desktop.mp4 |
7.46MB |
| 078 [Exercise] Get GRU4Rec Working on your Desktop-en.srt |
5.32KB |
| 079 Exercise Results GRU4Rec in Action.mp4 |
62.65MB |
| 079 Exercise Results GRU4Rec in Action-en.srt |
16.30KB |
| 080 Bleeding Edge Alert Deep Factorization Machines.mp4 |
57.36MB |
| 080 Bleeding Edge Alert Deep Factorization Machines-en.srt |
11.44KB |
| 081 More Emerging Tech to Watch.mp4 |
27.64MB |
| 081 More Emerging Tech to Watch-en.srt |
10.58KB |
| 082 [Activity] Introduction and Installation of Apache Spark.mp4 |
53.32MB |
| 082 [Activity] Introduction and Installation of Apache Spark-en.srt |
8.20KB |
| 083 Apache Spark Architecture.mp4 |
17.36MB |
| 083 Apache Spark Architecture-en.srt |
10.27KB |
| 084 [Activity] Movie Recommendations with Spark Matrix Factorization and ALS.mp4 |
55.61MB |
| 084 [Activity] Movie Recommendations with Spark Matrix Factorization and ALS-en.srt |
11.17KB |
| 085 [Activity] Recommendations from 20 million ratings with Spark.mp4 |
50.67MB |
| 085 [Activity] Recommendations from 20 million ratings with Spark-en.srt |
8.37KB |
| 086 Amazon DSSTNE.mp4 |
42.31MB |
| 086 Amazon DSSTNE-en.srt |
9.20KB |
| 087 DSSTNE in Action.mp4 |
116.66MB |
| 087 DSSTNE in Action-en.srt |
11.64KB |
| 088 Scaling Up DSSTNE.mp4 |
10.44MB |
| 088 Scaling Up DSSTNE-en.srt |
4.18KB |
| 089 AWS SageMaker and Factorization Machines.mp4 |
15.58MB |
| 089 AWS SageMaker and Factorization Machines-en.srt |
8.43KB |
| 090 SageMaker in Action Factorization Machines on one million ratings in the cloud.mp4 |
68.34MB |
| 090 SageMaker in Action Factorization Machines on one million ratings in the cloud-en.srt |
12.90KB |
| 091 The Cold Start Problem (and solutions).mp4 |
27.79MB |
| 091 The Cold Start Problem (and solutions)-en.srt |
13.24KB |
| 092 [Exercise] Implement Random Exploration.mp4 |
2.20MB |
| 092 [Exercise] Implement Random Exploration-en.srt |
1.79KB |
| 093 Exercise Solution Random Exploration.mp4 |
24.17MB |
| 093 Exercise Solution Random Exploration-en.srt |
4.15KB |
| 094 Stoplists.mp4 |
19.91MB |
| 094 Stoplists-en.srt |
10.30KB |
| 095 [Exercise] Implement a Stoplist.mp4 |
1.35MB |
| 095 [Exercise] Implement a Stoplist-en.srt |
1.16KB |
| 096 Exercise Solution Implement a Stoplist.mp4 |
26.71MB |
| 096 Exercise Solution Implement a Stoplist-en.srt |
4.29KB |
| 097 Filter Bubbles Trust and Outliers.mp4 |
92.41MB |
| 097 Filter Bubbles Trust and Outliers-en.srt |
12.16KB |
| 098 [Exercise] Identify and Eliminate Outlier Users.mp4 |
1.77MB |
| 098 [Exercise] Identify and Eliminate Outlier Users-en.srt |
1.62KB |
| 099 Exercise Solution Outlier Removal.mp4 |
38.49MB |
| 099 Exercise Solution Outlier Removal-en.srt |
7.55KB |
| 100 Fraud The Perils of Clickstream and International Concerns.mp4 |
58.23MB |
| 100 Fraud The Perils of Clickstream and International Concerns-en.srt |
9.68KB |
| 101 Temporal Effects and Value-Aware Recommendations.mp4 |
54.02MB |
| 101 Temporal Effects and Value-Aware Recommendations-en.srt |
7.50KB |
| 102 Case Study YouTube Part 1.mp4 |
26.91MB |
| 102 Case Study YouTube Part 1-en.srt |
7.22KB |
| 103 Case Study YouTube Part 2.mp4 |
26.26MB |
| 103 Case Study YouTube Part 2-en.srt |
14.21KB |
| 104 Case Study Netflix Part 1.mp4 |
27.55MB |
| 104 Case Study Netflix Part 1-en.srt |
7.65KB |
| 105 Case Study Netflix Part 2.mp4 |
26.57MB |
| 105 Case Study Netflix Part 2-en.srt |
7.63KB |
| 106 Hybrid Recommenders and Exercise.mp4 |
18.40MB |
| 106 Hybrid Recommenders and Exercise-en.srt |
5.51KB |
| 107 Exercise Solution Hybrid Recommenders.mp4 |
33.18MB |
| 107 Exercise Solution Hybrid Recommenders-en.srt |
8.35KB |
| 108 More to Explore.mp4 |
38.93MB |
| 108 More to Explore-en.srt |
4.98KB |
| 109 Bonus Lecture Companion Book and More Courses from Sundog Education.mp4 |
21.12MB |
| 109 Bonus Lecture Companion Book and More Courses from Sundog Education-en.srt |
1.66KB |
| 109 Building-Recommender-Systems-book-on-Amazon.txt |
23B |
| 109 Sundog-Education-website.txt |
35B |