Machine Learning Specialization

Description

Build Intelligent Applications. Master machine learning fundamentals in four hands-on courses.

SKILLS YOU WILL GAIN

Data Clustering Algorithms
Machine Learning
Classification Algorithms
Decision Tree
Python Programming
Machine Learning Concepts
Deep Learning
Linear Regression
Ridge Regression
Lasso (Statistics)
Regression Analysis
Logistic Regression

Last Updated 6/2023

Files (2880)

[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.mp4236.15 MiB
TutsNode.net.txt63 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_LM-3dtexton.pdf1.81 MiB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.en.txt2.84 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_numpy.argsort.html38.84 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/02_assessing-performance-intro.en.txt464 B
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[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.mp4230.66 MiB
[TutsNode.net] - Machine Learning Specialization/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.html1.26 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_sklearn.linear_model.LogisticRegression.html82.61 KiB
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[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.mp4214.72 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/03_summary-of-deep-learning/02_deep-learning_exam.html1.26 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_instructions.html21.26 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.csv149.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_map_index_to_word.json.zip834.29 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_instructions.html30.75 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.csv110.85 MiB
[TutsNode.net] - Machine Learning Specialization/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.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_nearest_neighbors.html243.25 KiB
[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.en.srt21.77 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/06_a-brief-recap.en.srt1.59 KiB
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[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.csv103 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/02_clustering-and-similarity_exam.html109.15 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.en.srt7.04 KiB
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[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.zip87.67 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_instructions.html328.03 KiB
[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.en.srt9.46 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.csv85.3 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_eccv06.pdf706.42 KiB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/04_ethical-use-of-recommender-systems.en.txt8.96 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/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.mp41.68 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_sklearn.ensemble.GradientBoostingClassifier.html83.4 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_instructions.html3.11 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/01_slides-presented-in-this-module_decision-trees-missing-values-annotated.pdf1.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/03_download-the-notebook-and-follow-along_Overfitting_Demo_Ridge_Lasso.ipynb.zip198.44 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/05_summarizing-overfitting-regularization-in-logistic-regression/01_recap-of-overfitting-regularization-in-logistic-regression.en.srt1.31 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_imagenet.pdf1.35 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_home_data_small.sframe.zip386.86 KiB
[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.en.txt31.74 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/02_k-nearest-neighbors-in-practice.en.txt3.17 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/02_multiple-regression-intro.mp41.21 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_iccv99.pdf564.4 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/03_getting-started-with-the-tools-for-the-course/01_getting-started-with-python-jupyter-notebook-turi-create_Turi_Getting_Started_with_SFrames.ipynb.zip1.73 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_module-4-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_train_valid_shuffled.csv.zip609.97 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/04_a-brief-recap.en.txt1.43 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_module-10-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_Dalal-cvpr05.pdf445.45 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/06_reading-software-tools-you-ll-need_quickstart.html166.33 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/05_impact-of-classification.en.srt1.43 KiB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.en.txt2.76 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/01_slides-presented-in-this-module_precision-recall.pdf1.93 MiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/02_practice-quiz-multiple-linear-regression/01_practice-quiz-multiple-linear-regression_exam.html69.77 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/06_more-sframes-practice/01_download-wiki-people-data_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_module-3-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_tabular-data.html243.25 KiB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/03_collaborative-filtering-algorithm.en.srt18.78 KiB
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[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.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/07_programming-assignment/01_fitting-a-simple-linear-regression-model-on-housing-data_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/02_recommender-systems_exam.html789.13 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_instructions.html103.36 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/04_using-probabilities-in-classification.en.txt2.1 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/06_programming-assignment-1/01_exploring-different-multiple-regression-models-for-house-price-prediction_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_instructions.html786.63 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/06_practice-quiz-gradient-descent-for-logistic-regression/01_practice-quiz-gradient-descent-for-logistic-regression_exam.html102.06 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/03_test-error-what-we-can-actually-compute.en.srt5.91 KiB
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[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.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/02_multiclass-classification-with-decision-trees.en.srt3.62 KiB
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[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.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/08_programming-assignment-1/01_using-lasso-to-select-features_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/01_recommender-systems-ml-block-diagram.en.txt3.61 KiB
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[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.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_chosen_images.png352.89 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/08_programming-assignment-1/01_using-lasso-to-select-features_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/02_outline-of-first-half-of-course.en.txt5.4 KiB
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[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.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_instructions.html350.39 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_instructions.html78.83 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/02_motiving-probabilistic-clustering-models.en.srt10.74 KiB
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[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.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_valid_data.csv.zip349.96 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/08_practice-quiz-the-problem-of-overfitting/01_practice-quiz-the-problem-of-overfitting_exam.html89.75 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/03_getting-started-with-the-tools-for-the-course/01_getting-started-with-python-jupyter-notebook-turi-create_people-example.csv248 B
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[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.mp454.2 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/02_assessing-performance-intro.mp41.77 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_turicreate.Sketch.html28.19 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/02_you-ve-made-it.en.srt1.04 KiB
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[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.csv51.58 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_valid_data.csv.zip349.96 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/04_practice-quiz-cost-function-for-logistic-regression/01_practice-quiz-cost-function-for-logistic-regression_exam.html77 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/03_using-the-fitted-line.en.txt3.94 KiB
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[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.zip50.92 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/07_programming-assignment-2/02_implementing-gradient-descent-for-multiple-regression_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_nearest_neighbors.md176.11 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_sklearn.preprocessing.normalize.html18.16 KiB
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[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.zip50.92 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_kc_house_data_small_train.csv.zip171.65 KiB
[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_sklearn.metrics.pairwise.euclidean_distances.html21.74 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/02_distance-metrics-euclidean-and-scaled-euclidean.mp421.05 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/01_mixture-of-gaussians.mp421.04 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/01_motivations.mp420.96 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/02_implementing-gradient-descent.mp420.91 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/05_regularized-logistic-regression.mp420.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/01_irreducible-error-and-bias.mp420.89 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/02_gaussian-normal-distribution.mp420.88 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/04_coordinate-descent-for-least-squares-regression-normalized-features.mp420.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/02_slides-presented-in-this-module_intro.pdf20.75 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/04_sparse-logistic-regression/01_sparse-logistic-regression-with-l1-regularization.mp420.75 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/03_assessing-performance-and-ridge-regression.mp420.72 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.mp420.69 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/01_making-recommendations.mp420.44 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/01_neural-network-layer.mp420.43 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/01_motivating-mapreduce.mp420.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/01_training-error-assessing-loss-on-the-training-set.mp420.37 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/03_anomaly-detection-algorithm.mp420.32 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/05_anomaly-detection-vs-supervised-learning.mp420.31 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.mp420.3 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/01_linear-regression-model-part-1.mp420.27 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/05_agglomerative-clustering-details.mp420.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/03_outline-of-second-half-of-course.mp420.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/04_conditional-statements-and-loops-in-python.mp420.14 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/04_distance-metrics-cosine-similarity.mp420.12 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/02_global-fits-of-parametric-models-vs-local-fits-of-kernel-regression.mp420.08 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/01_collaborative-filtering-vs-content-based-filtering.mp419.97 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/03_review-of-basics-of-conditional-probabilities.mp419.91 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/06_jupyter-notebooks.mp419.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/01_predicting-class-probabilities-with-generalized-linear-models.mp419.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/03_welcome-and-introduction-to-clustering-and-retrieval-tasks.mp419.84 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/01_state-action-value-function-definition.mp419.84 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/04_binary-labels-favs-likes-and-clicks.mp419.84 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/04_regularized-linear-regression.mp419.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/04_other-examples-of-clustering.mp419.77 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/03_k-means-algorithm.mp419.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/04_module-3-recap.mp419.72 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/02_additional-layer-types.mp419.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/03_influence-of-high-leverage-points-removing-center-city.mp419.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/01_slides-presented-in-this-module_closing.pdf19.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/03_normalizing-co-occurrence-matrices-and-leveraging-purchase-histories.mp419.46 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.mp419.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/02_outline-of-first-half-of-course.mp419.39 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.mp419.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/07_tying-up-loose-ends/01_choosing-the-penalty-strength-and-other-practical-issues-with-lasso.mp419.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.gl.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.gl.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.gl.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.gl.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.gl.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/04_gradient-descent-for-multiple-linear-regression.mp419.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/01_application-of-deep-learning-to-computer-vision.mp419.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/01_k-nearest-neighbors-regression.mp419.3 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/04_random-stochastic-environment-optional.mp419.27 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/01_how-we-got-into-ml.mp419.12 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/04_learning-l2-regularized-logistic-regression-with-gradient-ascent.mp419.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/05_linear-classifier-model.mp419.07 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.mp419.02 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/05_feature-by-feature-update.mp418.98 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/02_variance-and-the-bias-variance-tradeoff.mp418.96 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.mp418.95 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/01_clustering-and-similarity-ml-block-diagram.mp418.91 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/01_mean-normalization.mp418.9 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/01_multiple-features.mp418.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/03_estimating-cluster-parameters-from-known-cluster-assignments.mp418.82 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/03_exploring-word-counts.mp418.75 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/04_unsupervised-learning-part-1.mp418.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/05_greedy-algorithms.mp418.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/03_how-to-handle-the-intercept.mp418.6 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/01_from-weighted-k-nn-to-kernel-regression.mp418.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/04_mapreduce-for-k-means.mp418.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/03_what-is-an-intelligent-restaurant-review-system.mp418.51 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/02_gibbs-sampling-from-10-000-feet.mp418.44 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.mp418.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/02_loading-exploring-house-sale-data.mp418.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/03_visualizing-the-lasso-cost-and-solution.mp418.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/06_running-gradient-descent.mp418.37 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/04_approach-2-gradient-descent.mp418.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/04_computing-exploring-tf-idfs.mp418.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/04_data-likelihood.mp418.3 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/05_goal-of-lda-inference.mp418.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/01_balancing-fit-and-magnitude-of-coefficients.mp418.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/04_very-optional-rewriting-the-log-likelihood-into-a-simpler-form.mp417.99 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/03_recommending-from-a-large-catalogue.mp417.98 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/04_training-evaluating-a-classifier-using-deep-features.mp417.86 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/05_very-optional-deriving-gradient-of-log-likelihood.mp417.85 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/05_initializing-k-means.mp417.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/01_visualizing-the-ridge-cost.mp417.83 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/01_slides-presented-in-this-module_mixmodel-EM-annotated.pdf17.68 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/02_loading-exploring-wikipedia-data.mp417.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/03_ensemble-classifiers.mp417.52 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.mp417.51 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/05_when-to-use-decision-trees.mp417.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/02_the-cost-of-using-a-given-line.mp417.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/04_k-nn-algorithm.mp417.38 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/05_visualizing-the-cost-function.mp417.32 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/01_threshold-splits-for-continuous-inputs.mp417.28 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/02_vectorization-part-1.mp417.27 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/03_vectorization-part-2.mp417.26 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/01_the-k-means-algorithm.mp417.25 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/04_discovering-hidden-structure-by-matrix-factorization.mp417.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.mp417.21 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/06_visualization-examples.mp417.18 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/03_cost-function-with-regularization.mp417.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/03_using-random-lines-to-partition-points.mp417.06 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.mp417.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/01_computing-the-gradient-of-rss.mp417.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/01_the-need-for-bayesian-inference.mp417.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/02_k-fold-cross-validation.mp417.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/04_effect-of-coefficient-values-on-predicted-probabilities.mp416.99 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/04_learning-rate.mp416.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/04_overfitting-demo.mp416.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/03_false-positives-false-negatives-and-confusion-matrices.mp416.92 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/04_an-aside-on-optimization-multidimensional-objectives/02_gradient-descent-multidimensional-hill-descent.mp416.87 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/06_choosing-the-number-of-clusters.mp416.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/02_finding-maxima-or-minima-analytically.mp416.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/03_overfitting-in-decision-trees.mp416.82 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.mp416.82 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/03_cost-function-formula.mp416.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/02_optional-pruning-decision-trees-to-avoid-overfitting.mp416.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/03_a-worked-example-for-lda-deriving-the-resampling-distribution.mp416.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/01_em-iterates-in-equations-and-pictures.mp416.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/03_what-is-a-visual-product-recommender.mp416.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/03_using-the-fitted-line.mp416.62 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/03_finding-related-items.mp416.62 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/03_an-alternative-document-clustering-model.mp416.58 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/02_summary-and-whats-ahead-in-the-specialization/01_what-we-covered-and-what-we-didn-t-cover.mp416.55 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/01_a-performance-metric-for-recommender-systems.mp416.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/03_an-unsupervised-task.mp416.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/04_creating-evaluating-a-personalized-song-recommender.mp416.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/05_gradient-descent-for-linear-regression.mp416.38 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.mp416.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/05_machine-learning-is-changing-the-world.mp416.31 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/04_choosing-the-learning-rate.mp416.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/03_precision-recall-curves.mp416.28 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/03_nn-search-with-kd-trees.mp416.25 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/02_linear-regression-model-part-2.mp416.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/06_summarizing-boosting/01_ensemble-methods-impact-of-boosting-quick-recap.mp416.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/06_outlining-the-second-half-of-the-course.mp416.16 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.mp416.14 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/02_feature-split-selection-with-missing-data.mp416.06 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/06_decision-boundaries.mp416 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.mp415.97 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.mp415.89 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.mp415.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/04_strategy-2-purification-by-imputing-missing-data.mp415.88 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/02_whats-a-good-accuracy.mp415.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/09_exploring-the-most-positive-negative-aspects-of-a-product.mp415.78 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/02_addressing-overfitting.mp415.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/04_finding-the-max-via-hill-climbing.mp415.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/03_precision-recall-curve.mp415.66 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.mp415.57 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/01_precision-fraction-of-positive-predictions-that-are-actually-positive.mp415.57 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/03_the-lasso-objective-and-its-coefficient-path.mp415.55 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/02_review-of-basics-of-probabilities.mp415.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/04_when-to-stop-recursing.mp415.5 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/03_summary-of-regression/01_regression-ml-block-diagram.mp415.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/01_review-of-gradient-ascent.mp415.46 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/02_rewriting-the-single-observation-model-in-vector-notation.mp415.44 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/01_evaluating-overfitting-via-training-test-split.mp415.44 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/05_computing-distances-between-wikipedia-articles.mp415.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/04_the-dendrogram.mp415.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/01_collaborative-filtering-people-who-bought-this-also-bought.mp415.26 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/04_using-the-output-of-collapsed-gibbs-sampling.mp415.23 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/04_interpreting-the-fitted-line.mp415.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/03_selecting-best-feature-to-split-on.mp415.14 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/02_coordinate-descent.mp415.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/03_deploying-an-ml-service.mp415.11 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.mp415.05 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.mp415.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/03_training-evaluating-a-classifier-using-raw-image-pixels.mp414.98 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/05_outlining-the-first-half-of-the-course.mp414.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/01_penalizing-large-coefficients-to-mitigate-overfitting.mp414.82 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.mp414.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/02_loading-and-exploring-song-data.mp414.79 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/01_computing-the-gradient-of-the-ridge-objective.mp414.78 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/01_the-matrix-completion-task.mp414.78 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.mp414.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/02_visualizing-the-ridge-solution.mp414.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/06_choosing-stepsize-and-convergence-criteria.mp414.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/03_error-vs-amount-of-data.mp414.68 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/02_state-action-value-function-example.mp414.64 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.mp414.59 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/05_convergence-and-overfitting-in-boosting/02_overfitting-in-boosting.mp414.59 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/04_practical-issues-for-classification/01_encoding-categorical-inputs.mp414.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/06_calculating-tf-idf-vectors.mp414.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/02_early-stopping-to-avoid-overfitting/01_principle-of-occams-razor-learning-simpler-decision-trees.mp414.5 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/03_mapreduce-execution-overview-and-combiners.mp414.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/02_optional-responsibilities-as-bayes-rule.mp414.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/01_modifying-decision-trees-to-handle-missing-data.mp414.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/01_choosing-step-size.mp414.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/03_supervised-learning-part-2.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/05_online-learning-fitting-models-from-streaming-data/02_using-stochastic-gradient-for-online-learning.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/02_feature-scaling-part-2.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/02_interpreting-the-mixture-of-gaussian-terms.mp414.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/02_who-is-this-specialization-for.mp414.35 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/02_sampling-with-replacement.mp414.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/04_overfitting-in-classification.mp414.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/02_distance-metrics.mp414.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/01_slides-presented-in-this-module_logistic-regression-model-annotated.pdf11.49 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/01_motivating-local-fits/02_limitations-of-parametric-regression.mp411.29 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_images.sf.zip11.18 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/03_checking-gradient-descent-for-convergence.mp410.99 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/03_discussing-the-closed-form-solution.mp410.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/02_recall-fraction-of-positive-data-predicted-to-be-positive.mp410.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/01_slides-presented-in-this-module_week2_multipleregression-annotated.pdf10.12 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/03_what-is-the-goal-and-how-might-you-naively-address-it.mp410.06 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/02_approach-1-closed-form-solution.mp49.99 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/01_clustering-documents-task-overview.mp49.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/03_k-means-a-clustering-algorithm.mp49.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/02_optional-picking-the-best-threshold-to-split-on.mp49.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/02_loading-image-data.mp49.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/05_asymmetric-cost-functions.mp49.4 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/03_rule-of-thumb-for-choosing-step-size.mp49.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/04_influence-of-high-leverage-points-removing-high-end-towns.mp49.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/01_slides-presented-in-this-module_week1_simpleregression-annotated.pdf7.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/03_demo-of-deep-learning-model-on-imagenet-data.mp47.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/02_loading-image-data.mp47.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/02_slides-presented-in-this-module_intro.pdf6.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/01_shuffle-data-before-running-stochastic-gradient.mp45.89 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/04_making-decisions-policies-in-reinforcement-learning.mp45.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/04_approach-2-gradient-descent.mp45.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/05_summarizing-linear-classifiers-logistic-regression/01_recap-of-logistic-regression-classifier.mp45.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/04_summarizing-precision-recall/01_recap-of-precision-recall.mp45.11 MiB
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[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_map_index_to_word.json.zip5.04 MiB
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[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_map_index_to_word.json.zip5.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/03_very-optional-deriving-probability-y-1-given-x.mp44.96 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/03_welcome.mp44.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/01_making-predictions-with-decision-trees.mp44.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/03_creating-a-nearest-neighbors-model-for-image-retrieval.mp44.74 MiB
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[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_map_index_to_word.gl.zip3.7 MiB
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[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_map_index_to_word.gl.zip3.7 MiB
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[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_map_index_to_word.gl.zip3.7 MiB
.pad/681310.21 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/01_slides-presented-in-this-module_online-learning-annotated.pdf3.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/05_summarizing-decision-trees/01_recap-of-decision-trees.mp43.43 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/07_inspecting-the-model-coefficients-learned.mp43.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/03_welcome-to-this-course-and-specialization.mp43.32 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_tf_idf.npz.zip3.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/01_slides-presented-in-this-module_decision-trees-overfitting-annotated.pdf3.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/01_slides-presented-in-this-module_week4_ridgeregression-annotated.pdf3.01 MiB
.pad/6881014.16 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/01_slides-presented-in-this-module_logistic-regression-learning-annotated.pdf3.01 MiB
.pad/6891017.84 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/02_analyzing-the-sentiment-of-reviews-a-case-study-in-classification.mp42.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/01_slides-presented-in-this-module_decision-trees-annotated.pdf2.85 MiB
.pad/6911.15 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/02_you-ve-made-it.mp42.82 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/05_lets-get-started.mp42.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/01_slides-presented-in-this-module_logistic-regression-overfitting-annotated.pdf2.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_home_data.csv2.48 MiB
.pad/6951.52 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/01_slides-presented-in-this-module_boosting-annotated.pdf2.21 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/02_document-retrieval-a-case-study-in-clustering-and-measuring-similarity.mp42.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_mikolajczyk_pami05.pdf2 MiB

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