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| Archived
files |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0101.Install Anaconda, course materials, and create movie recommendations!.mp4
[5b3931313f2ea87b]
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92,414,720 |
303DCC8E |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0102.Course Roadmap.mp4
[5112ac1658d4689e]
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72,629,792 |
08F4E10B |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0103.Types of Recommenders.mp4
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14,792,012 |
36ECB5FD |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0104.Understanding You through Implicit and Explicit Ratings.mp4
[acbbce80e1290ec]
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9,643,995 |
2F1FBD7F |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0105.Top-N Recommender Architecture.mp4
[1fa4a4c68a3347e3]
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16,063,917 |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started\0106.Review the basics of recommender systems..mp4
[7fbfa62082494a51]
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11,706,609 |
82567F69 |
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Packt Building Recommender Systems with Machine Learning and AI\02.Introduction to Python\0201.The Basics of Python.mp4
[620e179ac3cd4bc6]
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44,036,528 |
356E9E39 |
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Packt Building Recommender Systems with Machine Learning and AI\02.Introduction to Python\0202.Data Structures in Python.mp4
[6451c90a9a986a73]
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12,153,394 |
79AC8C36 |
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Packt Building Recommender Systems with Machine Learning and AI\02.Introduction to Python\0203.Functions in Python.mp4
[62405e48e294f9f7]
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6,135,500 |
9A5DF61E |
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Packt Building Recommender Systems with Machine Learning and AI\02.Introduction to Python\0204.Booleans, loops, and a hands-on challenge.mp4
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7,690,651 |
EC781199 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0301.TrainTest and Cross Validation.mp4
[6e7916a3b9343a21]
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24,296,320 |
B05C155E |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0302.Accuracy Metrics (RMSE, MAE).mp4
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49,001,735 |
59CA139F |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0303.Top-N Hit Rate - Many Ways.mp4
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12,749,723 |
2B8A027C |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0304.Coverage, Diversity, and Novelty.mp4
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8,330,424 |
D4CCAAC8 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0305.Churn, Responsiveness, and AB Tests.mp4
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86,697,656 |
58ACBF30 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0306.Review ways to measure your recommender..mp4
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8,661,203 |
E03A0251 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0307.Walkthrough of RecommenderMetrics.py.mp4
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40,666,476 |
4BD3FC90 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0308.Walkthrough of TestMetrics.py.mp4
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26,569,044 |
051637E4 |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems\0309.Measure the Performance of SVD Recommendations.mp4
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12,634,082 |
E063C839 |
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Packt Building Recommender Systems with Machine Learning and AI\04.A Recommender Engine Framework\0401.Our Recommender Engine Architecture.mp4
[a2331afb16036aa8]
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19,052,337 |
D3CF7C2E |
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Packt Building Recommender Systems with Machine Learning and AI\04.A Recommender Engine Framework\0402.Recommender Engine Walkthrough, Part 1.mp4
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19,451,246 |
D63A6494 |
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Packt Building Recommender Systems with Machine Learning and AI\04.A Recommender Engine Framework\0403.Recommender Engine Walkthrough, Part 2.mp4
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19,473,364 |
97733AB9 |
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Packt Building Recommender Systems with Machine Learning and AI\04.A Recommender Engine Framework\0404.Review the Results of our Algorithm Evaluation..mp4
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14,994,855 |
021BEA28 |
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Packt Building Recommender Systems with Machine Learning and AI\05.Content-Based Filtering\0501.Content-Based Recommendations, and the Cosine Similarity Metric.mp4
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40,338,884 |
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Packt Building Recommender Systems with Machine Learning and AI\05.Content-Based Filtering\0502.K-Nearest-Neighbors and Content Recs.mp4
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12,418,781 |
7DC9311B |
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Packt Building Recommender Systems with Machine Learning and AI\05.Content-Based Filtering\0503.Producing and Evaluating Content-Based Movie Recommendations.mp4
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29,241,554 |
E28513B5 |
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Packt Building Recommender Systems with Machine Learning and AI\05.Content-Based Filtering\0504.Bleeding Edge Alert! Mise en Scene Recommendations.mp4
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|
35,344,126 |
7483A8DA |
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Packt Building Recommender Systems with Machine Learning and AI\05.Content-Based Filtering\0505.Dive Deeper into Content-Based Recommendations.mp4
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11,175,908 |
AFBC7E68 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0601.Measuring Similarity, and Sparsity.mp4
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|
73,133,363 |
2B9A9215 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0602.Similarity Metrics.mp4
[a529939ce97a9c2f]
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16,197,194 |
9728063F |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0603.User-based Collaborative Filtering.mp4
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20,955,902 |
24CA37C2 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0604.User-based Collaborative Filtering, Hands-On.mp4
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25,757,083 |
1D1F4B54 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0605.Item-based Collaborative Filtering.mp4
[60e2201eac249f4]
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64,585,138 |
8605B281 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0606.Item-based Collaborative Filtering, Hands-On.mp4
[d13090b6691cf51b]
|
19,002,540 |
146CFA15 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0607.Tuning Collaborative Filtering Algorithms.mp4
[57f5c76c56adc7a5]
|
10,549,119 |
AF049805 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0608.Evaluating Collaborative Filtering Systems Offline.mp4
[d6ace8730085438d]
|
11,082,360 |
083AF84F |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0609.Measure the Hit Rate of Item-Based Collaborative Filtering.mp4
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4,641,511 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0610.KNN Recommenders.mp4
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|
22,944,461 |
3FA103AD |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0611.Running User and Item-Based KNN on MovieLens.mp4
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20,581,539 |
46C054AC |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0612.Experiment with different KNN parameters..mp4
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40,660,325 |
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Packt Building Recommender Systems with Machine Learning and AI\06.Neighborhood-Based Collaborative Filtering\0613.Bleeding Edge Alert! Translation-Based Recommendations.mp4
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20,589,879 |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0701.Principal Component Analysis (PCA).mp4
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68,139,588 |
6472ECAB |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0702.Singular Value Decomposition.mp4
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13,614,043 |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0703.Running SVD and SVD++ on MovieLens.mp4
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24,247,146 |
D002F58E |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0704.Improving on SVD.mp4
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0705.Tune the hyperparameters on SVD.mp4
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8,406,937 |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods\0706.Bleeding Edge Alert! Sparse Linear Methods (SLIM).mp4
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22,100,746 |
32628C41 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0801.Deep Learning Introduction.mp4
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23,910,293 |
6124EB41 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0802.Deep Learning Pre-Requisites.mp4
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21,098,242 |
AFE9665C |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0803.History of Artificial Neural Networks.mp4
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42,409,072 |
CC35F748 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0804.[Activity] Playing with Tensorflow.mp4
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122,586,006 |
84AE1D2C |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0805.Training Neural Networks.mp4
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19,757,169 |
3115AC17 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0806.Tuning Neural Networks.mp4
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13,742,729 |
F72DBBF8 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0807.Introduction to Tensorflow.mp4
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45,091,280 |
800EB2A5 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0808.[Activity] Handwriting Recognition with Tensorflow, part 1.mp4
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97,404,713 |
DD311B54 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0809.[Activity] Handwriting Recognition with Tensorflow, part 2.mp4
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28,736,117 |
13A0EBEF |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0810.Introduction to Keras.mp4
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6,989,872 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0811.[Activity] Handwriting Recognition with Keras.mp4
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49,221,336 |
E9335434 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0812.Classifier Patterns with Keras.mp4
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13,758,836 |
042AF14E |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0813.[Exercise] Predict Political Parties of Politicians with Keras.mp4
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|
56,310,508 |
43673131 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0814.Intro to Convolutional Neural Networks (CNN's).mp4
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|
38,169,410 |
2959ED73 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0815.CNN Architectures.mp4
[768056af4c166964]
|
10,116,411 |
15D3DF41 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0816.[Activity] Handwriting Recognition with Convolutional Neural Networks (CNNs).mp4
[463a95a11aac5cbc]
|
44,470,587 |
1CF05E92 |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0817.Intro to Recurrent Neural Networks (RNN's).mp4
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|
23,585,536 |
0694819D |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning\0818.Training Recurrent Neural Networks.mp4
[41a9c4673fb653ba]
|
10,585,649 |
8BF3E8AB |
|
Packt 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
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|
76,929,905 |
4A25CF7E |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0901.Intro to Deep Learning for Recommenders.mp4
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|
58,705,915 |
63B13B64 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0902.Restricted Boltzmann Machines (RBM's).mp4
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16,705,835 |
647F6776 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0903.[Activity] Recommendations with RBM's, part 1.mp4
[40a26e15a313cd38]
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52,974,040 |
1C9FD246 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0904.[Activity] Recommendations with RBM's, part 2.mp4
[c05160defb2a4e84]
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27,690,553 |
4E066E32 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0905.[Activity] Evaluating the RBM Recommender.mp4
[642754f1d9bfdec2]
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20,810,530 |
C1F69079 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0906.[Exercise] Tuning Restricted Boltzmann Machines.mp4
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|
56,319,275 |
DA7039C4 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0907.Exercise Results Tuning a RBM Recommender.mp4
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|
6,955,134 |
7D4A5C90 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0908.Auto-Encoders for Recommendations Deep Learning for Recs.mp4
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12,389,780 |
769F143E |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0909.[Activity] Recommendations with Deep Neural Networks.mp4
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39,032,614 |
A1E7D500 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0910.Clickstream Recommendations with RNN's.mp4
[d1b478bbfcb5c4f3]
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26,051,627 |
02EA0A54 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0911.[Exercise] Get GRU4Rec Working on your Desktop.mp4
[cd1bcf1ecdb0c56a]
|
4,063,473 |
3FBD8A27 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0912.Exercise Results GRU4Rec in Action.mp4
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43,049,741 |
7E608458 |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0913.Bleeding Edge Alert! Deep Factorization Machines.mp4
[1fd364814f915ea]
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46,462,317 |
13D1008C |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems\0914.More Emerging Tech to Watch.mp4
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14,852,315 |
C098CAD4 |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1001.[Activity] Introduction and Installation of Apache Spark.mp4
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|
41,986,619 |
7606DE8E |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1002.Apache Spark Architecture.mp4
[b9bc5093d79b5dec]
|
9,820,172 |
40392CCC |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1003.[Activity] Movie Recommendations with Spark, Matrix Factorization, and ALS.mp4
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24,916,685 |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1004.[Activity] Recommendations from 20 million ratings with Spark.mp4
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28,228,123 |
ABF96309 |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1005.Amazon DSSTNE.mp4
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43,359,182 |
B36509D8 |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1006.DSSTNE in Action.mp4
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64,094,183 |
BF122F10 |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1007.Scaling Up DSSTNE.mp4
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D1C548BA |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up\1008.AWS SageMaker and Factorization Machines.mp4
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Packt 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
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46,346,546 |
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1101.The Cold Start Problem (and solutions).mp4
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1102.[Exercise] Implement Random Exploration.mp4
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1103.Exercise Solution Random Exploration.mp4
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16,181,270 |
C28DE66A |
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1104.Stoplists.mp4
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1105.[Exercise] Implement a Stoplist.mp4
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780,099 |
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1106.Exercise Solution Implement a Stoplist.mp4
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15,801,471 |
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1107.Filter Bubbles, Trust, and Outliers.mp4
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22,822,001 |
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1108.[Exercise] Identify and Eliminate Outlier Users.mp4
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1109.Exercise Solution Outlier Removal.mp4
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Packt 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
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Packt Building Recommender Systems with Machine Learning and AI\11.11 Real-World Challenges of Recommender Systems\1111.Temporal Effects, and Value-Aware Recommendations.mp4
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Packt Building Recommender Systems with Machine Learning and AI\12.Case Studies\1201.Case Study YouTube, Part 1.mp4
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Packt Building Recommender Systems with Machine Learning and AI\12.Case Studies\1202.Case Study YouTube, Part 2.mp4
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Packt Building Recommender Systems with Machine Learning and AI\12.Case Studies\1203.Case Study Netflix, Part 1.mp4
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Packt Building Recommender Systems with Machine Learning and AI\12.Case Studies\1204.Case Study Netflix, Part 2.mp4
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Packt Building Recommender Systems with Machine Learning and AI\13.Hybrid Approaches\1301.Hybrid Recommenders and Exercise.mp4
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Packt Building Recommender Systems with Machine Learning and AI\13.Hybrid Approaches\1302.Exercise Solution Hybrid Recommenders.mp4
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Packt Building Recommender Systems with Machine Learning and AI\14.Wrapping Up\1401.More to Explore.mp4
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Packt Building Recommender Systems with Machine Learning and AI\Exercise Files\exercise_files.zip |
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Packt Building Recommender Systems with Machine Learning and AI\01.Getting Started |
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Packt Building Recommender Systems with Machine Learning and AI\02.Introduction to Python |
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Packt Building Recommender Systems with Machine Learning and AI\03.Evaluating Recommender Systems |
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Packt Building Recommender Systems with Machine Learning and AI\04.A Recommender Engine Framework |
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Packt Building Recommender Systems with Machine Learning and AI\07.Matrix Factorization Methods |
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Packt Building Recommender Systems with Machine Learning and AI\08.Introduction to Deep Learning |
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Packt Building Recommender Systems with Machine Learning and AI\09.Deep Learning for Recommender Systems |
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Packt Building Recommender Systems with Machine Learning and AI\10.Scaling it up |
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Packt Building Recommender Systems with Machine Learning and AI\Exercise Files |
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Packt Building Recommender Systems with Machine Learning and AI |
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