Machine Learning Specialization


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Torrent Size : 13.16 GB


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Torrent File Content (2880 files)


Machine Learning Specialization
    [TutsNode.net] - advanced-learning-algorithms
          [TutsNode.net] - advanced-learning-algorithms/04_decision-trees/04_conversations-with-andrew-optional/01_andrew-ng-and-chris-manning-on-natural-language-processing.mp4 -
236.15 MB

     TutsNode.net.txt -
63 bytes

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_LM-3dtexton.pdf -
1.81 MB

    [TutsNode.net] - advanced-learning-algorithms
          [TutsNode.net] - advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.en.txt -
2.84 KB

    [TutsNode.net] - ml-regression
          [TutsNode.net] - ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_numpy.argsort.html -
38.84 KB

          [TutsNode.net] - ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/02_assessing-performance-intro.en.txt -
464 bytes

    .pad
          0 -
16 bytes

    [TutsNode.net] - unsupervised-learning-recommenders-reinforcement-learning
          [TutsNode.net] - unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/05_conversations-with-andrew-optional/01_andrew-ng-and-chelsea-finn-on-ai-and-robotics.mp4 -
230.66 MB

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/07_optional-a-worked-out-example-for-kd-trees_instructions.html -
1.26 MB

    [TutsNode.net] - ml-classification
          [TutsNode.net] - ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_sklearn.linear_model.LogisticRegression.html -
82.61 KB

    .pad
          1 -
9 bytes

    [TutsNode.net] - machine-learning
          [TutsNode.net] - machine-learning/03_week-3-classification/10_conversations-with-andrew-optional/01_andrew-ng-and-fei-fei-li-on-human-centered-ai.mp4 -
214.72 MB

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/03_summary-of-deep-learning/02_deep-learning_exam.html -
1.26 MB

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_instructions.html -
21.26 KB

    .pad
          2 -
12 bytes

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.csv -
149.16 MB

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_map_index_to_word.json.zip -
834.29 KB

    [TutsNode.net] - ml-classification
          [TutsNode.net] - ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_instructions.html -
30.75 KB

    .pad
          3 -
2 bytes

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.csv -
110.85 MB

          [TutsNode.net] - ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_home_data.sframe.zip -
908.17 KB

          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_nearest_neighbors.html -
243.25 KB

    [TutsNode.net] - ml-regression
          [TutsNode.net] - ml-regression/04_assessing-performance/04_optional-advanced-material-formally-defining-and-deriving-the-3-sources-of-error/02_formally-deriving-why-3-sources-of-error.en.srt -
21.77 KB

          [TutsNode.net] - ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/06_a-brief-recap.en.srt -
1.59 KB

    .pad
          4 -
8 bytes

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.csv -
103 MB

          [TutsNode.net] - ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_home_data.sframe.zip -
908.17 KB

          [TutsNode.net] - ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/02_clustering-and-similarity_exam.html -
109.15 KB

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.en.srt -
7.04 KB

    .pad
          5 -
2 bytes

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_topic_models.zip -
87.67 MB

          [TutsNode.net] - ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_instructions.html -
328.03 KB

    [TutsNode.net] - machine-learning
          [TutsNode.net] - machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/01_what-is-machine-learning.en.srt -
9.46 KB

    .pad
          6 -
12 bytes

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.csv -
85.3 MB

          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_eccv06.pdf -
706.42 KB

    [TutsNode.net] - unsupervised-learning-recommenders-reinforcement-learning
          [TutsNode.net] - unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/04_ethical-use-of-recommender-systems.en.txt -
8.96 KB

    .pad
          7 -
1 bytes

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.sframe.zip -
56.24 MB

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/02_searching-for-images-a-case-study-in-deep-learning.mp4 -
1.68 MB

    [TutsNode.net] - ml-classification
          [TutsNode.net] - ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_sklearn.ensemble.GradientBoostingClassifier.html -
83.4 KB

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_instructions.html -
3.11 KB

    .pad
          8 -
7 bytes

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.sframe.zip -
56.24 MB

    [TutsNode.net] - ml-classification
          [TutsNode.net] - ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/01_slides-presented-in-this-module_decision-trees-missing-values-annotated.pdf -
1.57 MB

    [TutsNode.net] - ml-regression
          [TutsNode.net] - ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/03_download-the-notebook-and-follow-along_Overfitting_Demo_Ridge_Lasso.ipynb.zip -
198.44 KB

    [TutsNode.net] - ml-classification
          [TutsNode.net] - ml-classification/04_overfitting-regularization-in-logistic-regression/05_summarizing-overfitting-regularization-in-logistic-regression/01_recap-of-overfitting-regularization-in-logistic-regression.en.srt -
1.31 KB

    .pad
          9 -
2 bytes

    [TutsNode.net] - ml-clustering-and-retrieval
          [TutsNode.net] - ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.sframe.zip -
56.24 MB

    [TutsNode.net] - ml-foundations
          [TutsNode.net] - ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_imagenet.pdf -
1.35 MB

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