Machine Learning Specialization

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Machine Learning Specialization

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文件列表

  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/04_conversations-with-andrew-optional/01_andrew-ng-and-chris-manning-on-natural-language-processing.mp4 247.6 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/05_conversations-with-andrew-optional/01_andrew-ng-and-chelsea-finn-on-ai-and-robotics.mp4 241.9 MB
  • [TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/10_conversations-with-andrew-optional/01_andrew-ng-and-fei-fei-li-on-human-centered-ai.mp4 225.1 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.csv 156.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.csv 116.2 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.csv 108.0 MB
  • [TutsNode.net] - Machine Learning Specialization/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 91.9 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.csv 89.4 MB
  • [TutsNode.net] - Machine Learning Specialization/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 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/06_more-sframes-practice/01_download-wiki-people-data_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.sframe.zip 59.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.gl.zip 58.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.gl.zip 58.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.gl.zip 58.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.gl.zip 58.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.gl.zip 58.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/07_optional-improving-efficiency-through-multiple-tables.mp4 56.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_train_data.csv 54.1 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_tf_idf.npz.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_tf_idf.npz.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki_tf_idf.npz.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_tf_idf.npz.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_test_data.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_test_data.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.zip 53.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_song_data.sframe.zip 50.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.sframe.zip 50.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_kmeans-arrays.npz.zip 49.9 MB
  • [TutsNode.net] - Machine Learning Specialization/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.mp4 49.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/04_optional-advanced-material-formally-defining-and-deriving-the-3-sources-of-error/01_formally-defining-the-3-sources-of-error.mp4 47.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/06_optional-advanced-material-deriving-the-lasso-coordinate-descent-update/01_deriving-the-lasso-coordinate-descent-update.mp4 44.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.gl.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.gl.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.sframe.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.sframe.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_amazon_baby.sframe.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.sframe.zip 42.3 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.csv.zip 41.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.csv.zip 41.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.csv.zip 41.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.csv.zip 41.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.csv.zip 41.8 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/01_what-is-a-derivative-optional.mp4 40.2 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/02_where-is-ml-going.mp4 39.6 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/02_tensorflow-implementation-of-collaborative-filtering.mp4 37.6 MB
  • [TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/01_overview-of-machine-learning/02_applications-of-machine-learning.mp4 35.1 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/01_open-challenges-in-ml.mp4 34.9 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/03_adding-data.mp4 34.5 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/04_learning-very-non-linear-features-with-neural-networks.mp4 34.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/06_hidden-markov-models.mp4 33.7 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/03_learning-the-state-value-function.mp4 32.7 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/03_collaborative-filtering-algorithm.mp4 32.5 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/01_what-is-reinforcement-learning.mp4 32.5 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/06_choosing-what-features-to-use.mp4 32.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/04_modeling-seasonality.mp4 31.5 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/02_computation-graph-optional.mp4 31.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/04_what-happens-after-deployment.mp4 31.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/02_convergence-initialization-and-overfitting-of-em.mp4 31.4 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/03_model-selection-and-training-cross-validation-test-sets.mp4 31.1 MB
  • [TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/04_cost-function-intuition.mp4 31.0 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/04_optimization-objective.mp4 30.9 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/02_module-1-recap.mp4 30.7 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/03_a-standard-gibbs-sampler-for-lda.mp4 30.7 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/06_why-a-case-study-approach.mp4 30.5 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/01_decision-trees/02_learning-process.mp4 30.4 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/03_the-return-in-reinforcement-learning.mp4 30.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/05_module-by-module-topics-covered.mp4 30.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.csv.zip 30.1 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.csv.zip 30.1 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/04_who-we-are.mp4 29.8 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/05_speculations-on-artificial-general-intelligence-agi/01_is-there-a-path-to-agi.mp4 29.5 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/05_deciding-what-to-try-next-revisited.mp4 29.4 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/02_pca-algorithm-optional.mp4 29.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/07_specialization-overview.mp4 28.6 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/01_example-of-continuous-state-space-applications.mp4 28.4 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/06_bias-variance-and-neural-networks.mp4 28.2 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/02_neurons-and-the-brain.mp4 28.2 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/03_where-we-see-recommender-systems-in-action.mp4 28.0 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/01_reducing-the-number-of-features-optional.mp4 28.0 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/03_bellman-equation.mp4 28.0 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/01_finding-unusual-events.mp4 27.6 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/03_larger-neural-network-example-optional.mp4 27.4 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/01_slides-presented-in-this-module_closing-annotated.pdf 27.3 MB
  • [TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/01_what-is-machine-learning.mp4 27.2 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/05_module-4-recap.mp4 27.2 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/06_algorithm-refinement-mini-batch-and-soft-updates-optional.mp4 26.8 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/05_putting-the-pieces-together/01_training-validation-test-split-for-model-selection-fitting-and-assessment.mp4 26.6 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/06_fairness-bias-and-ethics.mp4 26.6 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_train_data.zip 26.6 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_train_data.zip 26.6 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_train_data.zip 26.6 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/05_algorithm-refinement-greedy-policy.mp4 26.5 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/05_ridge-regression-demo.mp4 26.2 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/02_data-in-tensorflow.mp4 26.0 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/04_ethical-use-of-recommender-systems.mp4 26.0 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/04_interpreting-the-multiple-regression-fit.mp4 25.9 MB
  • [TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/03_cost-function-for-logistic-regression/01_cost-function-for-logistic-regression.mp4 25.8 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/03_building-a-neural-network.mp4 25.6 MB
  • [TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/06_deep-features.mp4 25.6 MB
  • [TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/02_deep-learning-for-content-based-filtering.mp4 25.5 MB
  • [TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/03_demand-prediction.mp4 25.4 MB
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