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文档列表

02-jump-right-in-machine-learning-for-spam-detection/attached_files/004-machine-learning-why-should-you-jump-on-the-bandwagon/Ml-Intro-1.pdf 791.2 kB
02-jump-right-in-machine-learning-for-spam-detection/attached_files/005-plunging-in-machine-learning-approaches-to-spam-detection/Ml-Intro-2.pdf 775.2 kB
02-jump-right-in-machine-learning-for-spam-detection/attached_files/006-spam-detection-with-machine-learning-continued/ml-intro-3.pdf 892.7 kB
02-jump-right-in-machine-learning-for-spam-detection/attached_files/007-get-the-lay-of-the-land-types-of-machine-learning-problems/ml-problems.pdf 2.2 MB
03-solving-classification-problems/attached_files/009-random-variables/Random-Variable.pdf 973.0 kB
03-solving-classification-problems/attached_files/010-bayes-theorem/Bayes-Theorem.pdf 944.5 kB
03-solving-classification-problems/attached_files/011-naive-bayes-classifier/Nb-1.pdf 1.4 MB
03-solving-classification-problems/attached_files/012-naive-bayes-classifier-an-example/Nb-2.pdf 1.9 MB
03-solving-classification-problems/attached_files/013-knearest-neighbors/Knn-1.pdf 835.5 kB
03-solving-classification-problems/attached_files/014-knearest-neighbors-a-few-wrinkles/Knn-2.pdf 924.4 kB
03-solving-classification-problems/attached_files/015-support-vector-machines-introduced/Svm-1.pdf 856.8 kB
03-solving-classification-problems/attached_files/016-support-vector-machines-maximum-margin-hyperplane-and-kernel-trick/Svm-2.pdf 2.1 MB
03-solving-classification-problems/attached_files/017-artificial-neural-networksperceptrons-introduced/Ann-1.pdf 1.5 MB
03-solving-classification-problems/attached_files/017-artificial-neural-networksperceptrons-introduced/Ann-2.pdf 868.2 kB
04-clustering-as-a-form-of-unsupervised-learning/attached_files/018-clustering-introduction/Clustering-copy.pdf 3.1 MB
04-clustering-as-a-form-of-unsupervised-learning/attached_files/018-clustering-introduction/Ml-Clustering.pdf 973.9 kB
04-clustering-as-a-form-of-unsupervised-learning/attached_files/019-clustering-kmeans-and-dbscan/Clustering-copy.pdf 3.1 MB
05-association-detection/attached_files/020-association-rules-learning/Ml-Association-Rules.pdf 845.0 kB
06-dimensionality-reduction/attached_files/021-dimensionality-reduction/Dimensionality-Reduction.pdf 934.2 kB
06-dimensionality-reduction/attached_files/022-principal-component-analysis/Ml-Pca.pdf 902.1 kB
07-regression-as-a-form-of-supervised-learning/attached_files/023-regression-introduced-linear-and-logistic-regression/regression.pdf 1.2 MB
07-regression-as-a-form-of-supervised-learning/attached_files/024-bias-variance-tradeoff/Bias-Variance.pdf 369.8 kB
08-natural-language-processing-and-python/attached_files/026-installing-python-anaconda-and-pip/ML-materials.zip 90.7 MB
08-natural-language-processing-and-python/attached_files/027-natural-language-processing-with-nltk/NLTK-Tutorial-Python2.py 3.5 kB
08-natural-language-processing-and-python/attached_files/027-natural-language-processing-with-nltk/NLTK-Tutorial-Python3.py 3.5 kB
08-natural-language-processing-and-python/attached_files/028-natural-language-processing-with-nltk-see-it-in-action/NLTK-Tutorial-Python2.py 3.5 kB
08-natural-language-processing-and-python/attached_files/028-natural-language-processing-with-nltk-see-it-in-action/NLTK-Tutorial-Python3.py 3.5 kB
08-natural-language-processing-and-python/attached_files/029-web-scraping-with-beautifulsoup/BeautifulSoupTutorial-Python2.py 4.5 kB
08-natural-language-processing-and-python/attached_files/029-web-scraping-with-beautifulsoup/BeautifulSoupTutorial-Python3.py 4.5 kB
08-natural-language-processing-and-python/attached_files/030-a-serious-nlp-application-text-auto-summarization-using-python/autosummarize.pdf 908.9 kB
08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/FrequencySummarizer-Python2.py 12.9 kB
08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/FrequencySummarizer-Python3.py 12.9 kB
08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/iPythonML.zip 118.1 kB
08-natural-language-processing-and-python/attached_files/032-python-drill-autosummarize-news-articles-ii/FrequencySummarizer-Python2.py 12.9 kB
08-natural-language-processing-and-python/attached_files/032-python-drill-autosummarize-news-articles-ii/FrequencySummarizer-Python3.py 12.9 kB
08-natural-language-processing-and-python/attached_files/033-python-drill-autosummarize-news-articles-iii/FrequencySummarizer-Python2.py 12.9 kB
08-natural-language-processing-and-python/attached_files/033-python-drill-autosummarize-news-articles-iii/FrequencySummarizer-Python3.py 12.9 kB
08-natural-language-processing-and-python/attached_files/034-put-it-to-work-news-article-classification-using-knearest-neighbors/knn.pdf 895.3 kB
08-natural-language-processing-and-python/attached_files/034-put-it-to-work-news-article-classification-using-knearest-neighbors/textscraping.pdf 1.1 MB
08-natural-language-processing-and-python/attached_files/035-put-it-to-work-news-article-classification-using-naive-bayes-classifier/NaiveBayes.pdf 769.6 kB
08-natural-language-processing-and-python/attached_files/036-python-drill-scraping-news-websites/ML-Drills-Python2.py 17.0 kB
08-natural-language-processing-and-python/attached_files/036-python-drill-scraping-news-websites/ML-Drills-Python3.py 17.0 kB
08-natural-language-processing-and-python/attached_files/037-python-drill-feature-extraction-with-nltk/ML-Drills-Python2.py 17.0 kB
08-natural-language-processing-and-python/attached_files/037-python-drill-feature-extraction-with-nltk/ML-Drills-Python3.py 17.0 kB
08-natural-language-processing-and-python/attached_files/038-python-drill-classification-with-knn/ML-Drills-Python2.py 17.0 kB
08-natural-language-processing-and-python/attached_files/038-python-drill-classification-with-knn/ML-Drills-Python3.py 17.0 kB
08-natural-language-processing-and-python/attached_files/039-python-drill-classification-with-naive-bayes/ML-Drills-Python2.py 17.0 kB
08-natural-language-processing-and-python/attached_files/039-python-drill-classification-with-naive-bayes/ML-Drills-Python3.py 17.0 kB
08-natural-language-processing-and-python/attached_files/040-document-distance-using-tfidf/tf-idf.pdf 1.2 MB
08-natural-language-processing-and-python/attached_files/041-put-it-to-work-news-article-clustering-with-kmeans-and-tfidf/kmeans.pdf 961.5 kB
08-natural-language-processing-and-python/attached_files/042-python-drill-clustering-with-k-means/ML-Drills-Python2.py 17.0 kB
08-natural-language-processing-and-python/attached_files/042-python-drill-clustering-with-k-means/ML-Drills-Python3.py 17.0 kB
09-sentiment-analysis/attached_files/044-sentiment-analysis-whats-all-the-fuss-about/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/045-ml-solutions-for-sentiment-analysis-the-devil-is-in-the-details/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/046-sentiment-lexicons-with-an-introduction-to-wordnet-and-sentiwordnet/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/047-regular-expressions/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/048-regular-expressions-in-python/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/049-put-it-to-work-twitter-sentiment-analysis/SENTIMENT-ANALYSIS-copy.pdf 3.0 MB
09-sentiment-analysis/attached_files/050-twitter-sentiment-analysis-work-the-api/SentimentAnalysis.py 17.4 kB
09-sentiment-analysis/attached_files/051-twitter-sentiment-analysis-regular-expressions-for-preprocessing/SentimentAnalysis.py 17.4 kB
09-sentiment-analysis/attached_files/052-twitter-sentiment-analysis-naive-bayes-svm-and-sentiwordnet/SentimentAnalysis.py 17.4 kB
10-decision-trees/attached_files/055-growing-the-tree-decision-tree-learning/Decision-Trees.pdf 19.6 MB
10-decision-trees/attached_files/056-branching-out-information-gain/Decision-Trees.pdf 19.6 MB
10-decision-trees/attached_files/057-decision-tree-algorithms/Decision-Trees.pdf 19.6 MB
10-decision-trees/attached_files/058-titanic-decision-trees-predict-survival-kaggle-i/DecisionTree-Drill-Python2.py 12.6 kB
10-decision-trees/attached_files/058-titanic-decision-trees-predict-survival-kaggle-i/DecisionTree-Drill-Python3.py 12.5 kB
10-decision-trees/attached_files/059-titanic-decision-trees-predict-survival-kaggle-ii/DecisionTree-Drill-Python2.py 12.6 kB
10-decision-trees/attached_files/059-titanic-decision-trees-predict-survival-kaggle-ii/DecisionTree-Drill-Python3.py 12.5 kB
10-decision-trees/attached_files/060-titanic-decision-trees-predict-survival-kaggle-iii/DecisionTree-Drill-Python2.py 12.6 kB
10-decision-trees/attached_files/060-titanic-decision-trees-predict-survival-kaggle-iii/DecisionTree-Drill-Python3.py 12.5 kB
11-a-few-useful-things-to-know-about-overfitting/attached_files/061-overfitting-the-bane-of-machine-learning/Overfitting.pdf 3.0 MB
11-a-few-useful-things-to-know-about-overfitting/attached_files/062-overfitting-continued/Overfitting.pdf 3.0 MB
11-a-few-useful-things-to-know-about-overfitting/attached_files/063-cross-validation/Overfitting.pdf 3.0 MB
11-a-few-useful-things-to-know-about-overfitting/attached_files/064-simplicity-is-a-virtue-regularization/Overfitting.pdf 3.0 MB
11-a-few-useful-things-to-know-about-overfitting/attached_files/065-the-wisdom-of-crowds-ensemble-learning/Overfitting.pdf 3.0 MB
11-a-few-useful-things-to-know-about-overfitting/attached_files/066-ensemble-learning-continued-bagging-boosting-and-stacking/Overfitting.pdf 3.0 MB
12-random-forests/attached_files/067-random-forests-much-more-than-trees/Overfitting.pdf 3.0 MB
12-random-forests/attached_files/068-back-on-the-titanic-cross-validation-and-random-forests/RandomForest-Python2.py 17.9 kB
12-random-forests/attached_files/068-back-on-the-titanic-cross-validation-and-random-forests/RandomForest-Python3.py 17.9 kB
13-recommendation-systems/attached_files/070-what-do-amazon-and-netflix-have-in-common/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/071-recommendation-engines-a-look-inside/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/072-what-are-you-made-of-contentbased-filtering/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/073-with-a-little-help-from-friends-collaborative-filtering/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/074-a-neighbourhood-model-for-collaborative-filtering/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/075-top-picks-for-you-recommendations-with-neighbourhood-models/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/076-discover-the-underlying-truth-latent-factor-collaborative-filtering/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/077-latent-factor-collaborative-filtering-contd/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/078-gray-sheep-and-shillings-challenges-with-collaborative-filtering/Recommmenders.pdf 29.6 MB
13-recommendation-systems/attached_files/079-the-apriori-algorithm-for-association-rules/Recommmenders.pdf 29.6 MB
14-recommendation-systems-in-python/attached_files/080-back-to-basics-numpy-in-python/Numpy-Python2.py 7.2 kB
14-recommendation-systems-in-python/attached_files/080-back-to-basics-numpy-in-python/Numpy-Python3.py 7.2 kB
14-recommendation-systems-in-python/attached_files/081-back-to-basics-numpy-and-scipy-in-python/Numpy-Python2.py 7.2 kB
14-recommendation-systems-in-python/attached_files/081-back-to-basics-numpy-and-scipy-in-python/Numpy-Python3.py 7.2 kB
14-recommendation-systems-in-python/attached_files/082-movielens-and-pandas/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/082-movielens-and-pandas/Recommendations-Python3.py 18.8 kB
14-recommendation-systems-in-python/attached_files/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas/Recommendations-Python3.py 18.8 kB
14-recommendation-systems-in-python/attached_files/084-code-along-movie-recommendation-with-nearest-neighbour-cf/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/084-code-along-movie-recommendation-with-nearest-neighbour-cf/Recommendations-Python3.py 18.8 kB
14-recommendation-systems-in-python/attached_files/085-code-along-top-movie-picks-nearest-neighbour-cf/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/085-code-along-top-movie-picks-nearest-neighbour-cf/Recommendations-Python3.py 18.8 kB
14-recommendation-systems-in-python/attached_files/086-code-along-movie-recommendations-with-matrix-factorization/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/086-code-along-movie-recommendations-with-matrix-factorization/Recommendations-Python3.py 18.8 kB
14-recommendation-systems-in-python/attached_files/087-code-along-association-rules-with-the-apriori-algorithm/Recommendations-Python2.py 18.8 kB
14-recommendation-systems-in-python/attached_files/087-code-along-association-rules-with-the-apriori-algorithm/Recommendations-Python3.py 18.8 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/088-computer-vision-an-introduction/DEEP-LEARNING.pdf 9.5 MB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/089-perceptron-revisited/DEEP-LEARNING.pdf 9.5 MB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/090-deep-learning-networks-introduced/DEEP-LEARNING.pdf 9.5 MB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/091-code-along-handwritten-digit-recognition-i/DigitRecognition-Python2.py 10.4 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/091-code-along-handwritten-digit-recognition-i/DigitRecognition-Python3.py 10.6 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/092-code-along-handwritten-digit-recognition-ii/DigitRecognition-Python2.py 10.4 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/092-code-along-handwritten-digit-recognition-ii/DigitRecognition-Python3.py 10.6 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/093-code-along-handwritten-digit-recognition-iii/DigitRecognition-Python2.py 10.4 kB
15-a-taste-of-deep-learning-and-computer-vision/attached_files/093-code-along-handwritten-digit-recognition-iii/DigitRecognition-Python3.py 10.6 kB
16-quizzes/quizzes/001-machine-learning-jump-right-in.html 2.6 kB
16-quizzes/quizzes/002-machine-learning-jump-right-in-ii.html 3.0 kB
16-quizzes/quizzes/003-machine-learning-algorithms.html 2.4 kB
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16-quizzes/quizzes/005-random-variables.html 2.4 kB
16-quizzes/quizzes/006-bayes-theorem.html 2.2 kB
16-quizzes/quizzes/007-naive-bayes.html 2.2 kB
16-quizzes/quizzes/008-naive-bayes.html 2.3 kB
16-quizzes/quizzes/009-classification.html 3.0 kB
16-quizzes/quizzes/010-naive-bayes.html 2.6 kB
16-quizzes/quizzes/011-knn-algorithm.html 2.3 kB
16-quizzes/quizzes/012-knn-algorithm.html 2.2 kB
16-quizzes/quizzes/013-svm.html 2.3 kB
16-quizzes/quizzes/014-svm.html 2.2 kB
16-quizzes/quizzes/015-clustering.html 2.4 kB
16-quizzes/quizzes/016-association-rule-learning.html 2.4 kB
16-quizzes/quizzes/017-dimensionality-reduction.html 2.5 kB
16-quizzes/quizzes/018-pca.html 2.2 kB
16-quizzes/quizzes/019-artificial-neural-network.html 2.6 kB
16-quizzes/quizzes/020-artificial-neural-network.html 2.2 kB
16-quizzes/quizzes/021-regression.html 2.2 kB
16-quizzes/quizzes/022-bias-variance-tradeoff.html 2.3 kB
16-quizzes/quizzes/023-nlp.html 2.2 kB
16-quizzes/quizzes/024-nlp-bayes.html 2.4 kB
16-quizzes/quizzes/025-nlp-knn.html 2.3 kB
16-quizzes/quizzes/026-tfidf.html 2.7 kB
16-quizzes/quizzes/027-nlp-kmeans.html 2.3 kB
01-introduction/001-you-this-course-and-us.mp4 16.1 MB
01-introduction/002-a-sneak-peek-at-whats-coming-up.mp4 28.6 MB
02-jump-right-in-machine-learning-for-spam-detection/003-solving-problems-with-computers.mp4 14.5 MB
02-jump-right-in-machine-learning-for-spam-detection/004-machine-learning-why-should-you-jump-on-the-bandwagon.mp4 22.6 MB
02-jump-right-in-machine-learning-for-spam-detection/005-plunging-in-machine-learning-approaches-to-spam-detection.mp4 33.8 MB
02-jump-right-in-machine-learning-for-spam-detection/006-spam-detection-with-machine-learning-continued.mp4 30.5 MB
02-jump-right-in-machine-learning-for-spam-detection/007-get-the-lay-of-the-land-types-of-machine-learning-problems.mp4 31.5 MB
03-solving-classification-problems/008-solving-classification-problems.mp4 6.2 MB
03-solving-classification-problems/009-random-variables.mp4 37.1 MB
03-solving-classification-problems/010-bayes-theorem.mp4 26.0 MB
03-solving-classification-problems/011-naive-bayes-classifier.mp4 16.8 MB
03-solving-classification-problems/012-naive-bayes-classifier-an-example.mp4 29.8 MB
03-solving-classification-problems/013-knearest-neighbors.mp4 117.2 MB
03-solving-classification-problems/014-knearest-neighbors-a-few-wrinkles.mp4 161.7 MB
03-solving-classification-problems/015-support-vector-machines-introduced.mp4 96.4 MB
03-solving-classification-problems/016-support-vector-machines-maximum-margin-hyperplane-and-kernel-trick.mp4 181.9 MB
03-solving-classification-problems/017-artificial-neural-networksperceptrons-introduced.mp4 124.2 MB
04-clustering-as-a-form-of-unsupervised-learning/018-clustering-introduction.mp4 198.4 MB
04-clustering-as-a-form-of-unsupervised-learning/019-clustering-kmeans-and-dbscan.mp4 148.5 MB
05-association-detection/020-association-rules-learning.mp4 99.6 MB
06-dimensionality-reduction/021-dimensionality-reduction.mp4 103.3 MB
06-dimensionality-reduction/022-principal-component-analysis.mp4 181.0 MB
07-regression-as-a-form-of-supervised-learning/023-regression-introduced-linear-and-logistic-regression.mp4 147.6 MB
07-regression-as-a-form-of-supervised-learning/024-bias-variance-tradeoff.mp4 116.1 MB
08-natural-language-processing-and-python/025-applying-ml-to-natural-language-processing.mp4 6.5 MB
08-natural-language-processing-and-python/026-installing-python-anaconda-and-pip.mp4 41.1 MB
08-natural-language-processing-and-python/027-natural-language-processing-with-nltk.mp4 79.9 MB
08-natural-language-processing-and-python/028-natural-language-processing-with-nltk-see-it-in-action.mp4 124.0 MB
08-natural-language-processing-and-python/029-web-scraping-with-beautifulsoup.mp4 158.1 MB
08-natural-language-processing-and-python/030-a-serious-nlp-application-text-auto-summarization-using-python.mp4 127.2 MB
08-natural-language-processing-and-python/031-python-drill-autosummarize-news-articles-i.mp4 113.5 MB
08-natural-language-processing-and-python/032-python-drill-autosummarize-news-articles-ii.mp4 126.6 MB
08-natural-language-processing-and-python/033-python-drill-autosummarize-news-articles-iii.mp4 208.0 MB
08-natural-language-processing-and-python/034-put-it-to-work-news-article-classification-using-knearest-neighbors.mp4 218.1 MB
08-natural-language-processing-and-python/035-put-it-to-work-news-article-classification-using-naive-bayes-classifier.mp4 212.1 MB
08-natural-language-processing-and-python/036-python-drill-scraping-news-websites.mp4 139.7 MB
08-natural-language-processing-and-python/037-python-drill-feature-extraction-with-nltk.mp4 120.8 MB
08-natural-language-processing-and-python/038-python-drill-classification-with-knn.mp4 32.3 MB
08-natural-language-processing-and-python/039-python-drill-classification-with-naive-bayes.mp4 58.6 MB
08-natural-language-processing-and-python/040-document-distance-using-tfidf.mp4 111.9 MB
08-natural-language-processing-and-python/041-put-it-to-work-news-article-clustering-with-kmeans-and-tfidf.mp4 148.2 MB
08-natural-language-processing-and-python/042-python-drill-clustering-with-k-means.mp4 57.0 MB
09-sentiment-analysis/043-solve-sentiment-analysis-using-machine-learning.mp4 56.8 MB
09-sentiment-analysis/044-sentiment-analysis-whats-all-the-fuss-about.mp4 163.6 MB
09-sentiment-analysis/045-ml-solutions-for-sentiment-analysis-the-devil-is-in-the-details.mp4 182.0 MB
09-sentiment-analysis/046-sentiment-lexicons-with-an-introduction-to-wordnet-and-sentiwordnet.mp4 163.2 MB
09-sentiment-analysis/047-regular-expressions.mp4 161.0 MB
09-sentiment-analysis/048-regular-expressions-in-python.mp4 48.3 MB
09-sentiment-analysis/049-put-it-to-work-twitter-sentiment-analysis.mp4 156.1 MB
09-sentiment-analysis/050-twitter-sentiment-analysis-work-the-api.mp4 216.2 MB
09-sentiment-analysis/051-twitter-sentiment-analysis-regular-expressions-for-preprocessing.mp4 114.8 MB
09-sentiment-analysis/052-twitter-sentiment-analysis-naive-bayes-svm-and-sentiwordnet.mp4 191.8 MB
10-decision-trees/053-using-tree-based-models-for-classification.mp4 6.5 MB
10-decision-trees/054-planting-the-seed-what-are-decision-trees.mp4 143.4 MB
10-decision-trees/055-growing-the-tree-decision-tree-learning.mp4 168.6 MB
10-decision-trees/056-branching-out-information-gain.mp4 212.1 MB
10-decision-trees/057-decision-tree-algorithms.mp4 68.8 MB
10-decision-trees/058-titanic-decision-trees-predict-survival-kaggle-i.mp4 119.7 MB
10-decision-trees/059-titanic-decision-trees-predict-survival-kaggle-ii.mp4 100.8 MB
10-decision-trees/060-titanic-decision-trees-predict-survival-kaggle-iii.mp4 79.4 MB
11-a-few-useful-things-to-know-about-overfitting/061-overfitting-the-bane-of-machine-learning.mp4 159.0 MB
11-a-few-useful-things-to-know-about-overfitting/062-overfitting-continued.mp4 102.4 MB
11-a-few-useful-things-to-know-about-overfitting/063-cross-validation.mp4 152.0 MB
11-a-few-useful-things-to-know-about-overfitting/064-simplicity-is-a-virtue-regularization.mp4 50.3 MB
11-a-few-useful-things-to-know-about-overfitting/065-the-wisdom-of-crowds-ensemble-learning.mp4 149.7 MB
11-a-few-useful-things-to-know-about-overfitting/066-ensemble-learning-continued-bagging-boosting-and-stacking.mp4 191.0 MB
12-random-forests/067-random-forests-much-more-than-trees.mp4 108.8 MB
12-random-forests/068-back-on-the-titanic-cross-validation-and-random-forests.mp4 210.6 MB
13-recommendation-systems/069-solving-recommendation-problems.mp4 6.8 MB
13-recommendation-systems/070-what-do-amazon-and-netflix-have-in-common.mp4 177.9 MB
13-recommendation-systems/071-recommendation-engines-a-look-inside.mp4 103.0 MB
13-recommendation-systems/072-what-are-you-made-of-contentbased-filtering.mp4 112.1 MB
13-recommendation-systems/073-with-a-little-help-from-friends-collaborative-filtering.mp4 101.5 MB
13-recommendation-systems/074-a-neighbourhood-model-for-collaborative-filtering.mp4 166.4 MB
13-recommendation-systems/075-top-picks-for-you-recommendations-with-neighbourhood-models.mp4 101.8 MB
13-recommendation-systems/076-discover-the-underlying-truth-latent-factor-collaborative-filtering.mp4 207.1 MB
13-recommendation-systems/077-latent-factor-collaborative-filtering-contd..mp4 148.4 MB
13-recommendation-systems/078-gray-sheep-and-shillings-challenges-with-collaborative-filtering.mp4 75.1 MB
13-recommendation-systems/079-the-apriori-algorithm-for-association-rules.mp4 189.9 MB
14-recommendation-systems-in-python/080-back-to-basics-numpy-in-python.mp4 128.6 MB
14-recommendation-systems-in-python/081-back-to-basics-numpy-and-scipy-in-python.mp4 88.9 MB
14-recommendation-systems-in-python/082-movielens-and-pandas.mp4 134.6 MB
14-recommendation-systems-in-python/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas.mp4 27.7 MB
14-recommendation-systems-in-python/084-code-along-movie-recommendation-with-nearest-neighbour-cf.mp4 166.8 MB
14-recommendation-systems-in-python/085-code-along-top-movie-picks-nearest-neighbour-cf.mp4 58.8 MB
14-recommendation-systems-in-python/086-code-along-movie-recommendations-with-matrix-factorization.mp4 174.0 MB
14-recommendation-systems-in-python/087-code-along-association-rules-with-the-apriori-algorithm.mp4 50.9 MB
15-a-taste-of-deep-learning-and-computer-vision/088-computer-vision-an-introduction.mp4 122.8 MB
15-a-taste-of-deep-learning-and-computer-vision/089-perceptron-revisited.mp4 107.8 MB
15-a-taste-of-deep-learning-and-computer-vision/090-deep-learning-networks-introduced.mp4 106.7 MB
15-a-taste-of-deep-learning-and-computer-vision/091-code-along-handwritten-digit-recognition-i.mp4 106.9 MB
15-a-taste-of-deep-learning-and-computer-vision/092-code-along-handwritten-digit-recognition-ii.mp4 119.3 MB
15-a-taste-of-deep-learning-and-computer-vision/093-code-along-handwritten-digit-recognition-iii.mp4 35.9 MB
[FreeTutorials.Us].txt 75 Bytes
Freetutorials.Us.url 119 Bytes

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