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文件列表

  1. 08-natural-language-processing-and-python/034-put-it-to-work-news-article-classification-using-knearest-neighbors.mp4 208MB
  2. 09-sentiment-analysis/050-twitter-sentiment-analysis-work-the-api.mp4 206MB
  3. 10-decision-trees/056-branching-out-information-gain.mp4 202MB
  4. 08-natural-language-processing-and-python/035-put-it-to-work-news-article-classification-using-naive-bayes-classifier.mp4 202MB
  5. 12-random-forests/068-back-on-the-titanic-cross-validation-and-random-forests.mp4 201MB
  6. 08-natural-language-processing-and-python/033-python-drill-autosummarize-news-articles-iii.mp4 198MB
  7. 13-recommendation-systems/076-discover-the-underlying-truth-latent-factor-collaborative-filtering.mp4 197MB
  8. 04-clustering-as-a-form-of-unsupervised-learning/018-clustering-introduction.mp4 189MB
  9. 09-sentiment-analysis/052-twitter-sentiment-analysis-naive-bayes-svm-and-sentiwordnet.mp4 183MB
  10. 11-a-few-useful-things-to-know-about-overfitting/066-ensemble-learning-continued-bagging-boosting-and-stacking.mp4 182MB
  11. 13-recommendation-systems/079-the-apriori-algorithm-for-association-rules.mp4 181MB
  12. 09-sentiment-analysis/045-ml-solutions-for-sentiment-analysis-the-devil-is-in-the-details.mp4 174MB
  13. 03-solving-classification-problems/016-support-vector-machines-maximum-margin-hyperplane-and-kernel-trick.mp4 173MB
  14. 06-dimensionality-reduction/022-principal-component-analysis.mp4 173MB
  15. 13-recommendation-systems/070-what-do-amazon-and-netflix-have-in-common.mp4 170MB
  16. 14-recommendation-systems-in-python/086-code-along-movie-recommendations-with-matrix-factorization.mp4 166MB
  17. 10-decision-trees/055-growing-the-tree-decision-tree-learning.mp4 161MB
  18. 14-recommendation-systems-in-python/084-code-along-movie-recommendation-with-nearest-neighbour-cf.mp4 159MB
  19. 13-recommendation-systems/074-a-neighbourhood-model-for-collaborative-filtering.mp4 159MB
  20. 09-sentiment-analysis/044-sentiment-analysis-whats-all-the-fuss-about.mp4 156MB
  21. 09-sentiment-analysis/046-sentiment-lexicons-with-an-introduction-to-wordnet-and-sentiwordnet.mp4 156MB
  22. 03-solving-classification-problems/014-knearest-neighbors-a-few-wrinkles.mp4 154MB
  23. 09-sentiment-analysis/047-regular-expressions.mp4 154MB
  24. 11-a-few-useful-things-to-know-about-overfitting/061-overfitting-the-bane-of-machine-learning.mp4 152MB
  25. 08-natural-language-processing-and-python/029-web-scraping-with-beautifulsoup.mp4 151MB
  26. 09-sentiment-analysis/049-put-it-to-work-twitter-sentiment-analysis.mp4 149MB
  27. 11-a-few-useful-things-to-know-about-overfitting/063-cross-validation.mp4 145MB
  28. 11-a-few-useful-things-to-know-about-overfitting/065-the-wisdom-of-crowds-ensemble-learning.mp4 143MB
  29. 04-clustering-as-a-form-of-unsupervised-learning/019-clustering-kmeans-and-dbscan.mp4 142MB
  30. 13-recommendation-systems/077-latent-factor-collaborative-filtering-contd..mp4 142MB
  31. 08-natural-language-processing-and-python/041-put-it-to-work-news-article-clustering-with-kmeans-and-tfidf.mp4 141MB
  32. 07-regression-as-a-form-of-supervised-learning/023-regression-introduced-linear-and-logistic-regression.mp4 141MB
  33. 10-decision-trees/054-planting-the-seed-what-are-decision-trees.mp4 137MB
  34. 08-natural-language-processing-and-python/036-python-drill-scraping-news-websites.mp4 133MB
  35. 14-recommendation-systems-in-python/082-movielens-and-pandas.mp4 128MB
  36. 14-recommendation-systems-in-python/080-back-to-basics-numpy-in-python.mp4 123MB
  37. 08-natural-language-processing-and-python/030-a-serious-nlp-application-text-auto-summarization-using-python.mp4 121MB
  38. 08-natural-language-processing-and-python/032-python-drill-autosummarize-news-articles-ii.mp4 121MB
  39. 03-solving-classification-problems/017-artificial-neural-networksperceptrons-introduced.mp4 118MB
  40. 08-natural-language-processing-and-python/028-natural-language-processing-with-nltk-see-it-in-action.mp4 118MB
  41. 15-a-taste-of-deep-learning-and-computer-vision/088-computer-vision-an-introduction.mp4 117MB
  42. 08-natural-language-processing-and-python/037-python-drill-feature-extraction-with-nltk.mp4 115MB
  43. 10-decision-trees/058-titanic-decision-trees-predict-survival-kaggle-i.mp4 114MB
  44. 15-a-taste-of-deep-learning-and-computer-vision/092-code-along-handwritten-digit-recognition-ii.mp4 114MB
  45. 03-solving-classification-problems/013-knearest-neighbors.mp4 112MB
  46. 07-regression-as-a-form-of-supervised-learning/024-bias-variance-tradeoff.mp4 111MB
  47. 09-sentiment-analysis/051-twitter-sentiment-analysis-regular-expressions-for-preprocessing.mp4 109MB
  48. 08-natural-language-processing-and-python/031-python-drill-autosummarize-news-articles-i.mp4 108MB
  49. 13-recommendation-systems/072-what-are-you-made-of-contentbased-filtering.mp4 107MB
  50. 08-natural-language-processing-and-python/040-document-distance-using-tfidf.mp4 107MB
  51. 12-random-forests/067-random-forests-much-more-than-trees.mp4 104MB
  52. 15-a-taste-of-deep-learning-and-computer-vision/089-perceptron-revisited.mp4 103MB
  53. 15-a-taste-of-deep-learning-and-computer-vision/091-code-along-handwritten-digit-recognition-i.mp4 102MB
  54. 15-a-taste-of-deep-learning-and-computer-vision/090-deep-learning-networks-introduced.mp4 102MB
  55. 06-dimensionality-reduction/021-dimensionality-reduction.mp4 98MB
  56. 13-recommendation-systems/071-recommendation-engines-a-look-inside.mp4 98MB
  57. 11-a-few-useful-things-to-know-about-overfitting/062-overfitting-continued.mp4 98MB
  58. 13-recommendation-systems/075-top-picks-for-you-recommendations-with-neighbourhood-models.mp4 97MB
  59. 13-recommendation-systems/073-with-a-little-help-from-friends-collaborative-filtering.mp4 97MB
  60. 10-decision-trees/059-titanic-decision-trees-predict-survival-kaggle-ii.mp4 96MB
  61. 05-association-detection/020-association-rules-learning.mp4 95MB
  62. 03-solving-classification-problems/015-support-vector-machines-introduced.mp4 92MB
  63. 08-natural-language-processing-and-python/attached_files/026-installing-python-anaconda-and-pip/ML-materials.zip 87MB
  64. 14-recommendation-systems-in-python/081-back-to-basics-numpy-and-scipy-in-python.mp4 85MB
  65. 08-natural-language-processing-and-python/027-natural-language-processing-with-nltk.mp4 76MB
  66. 10-decision-trees/060-titanic-decision-trees-predict-survival-kaggle-iii.mp4 76MB
  67. 13-recommendation-systems/078-gray-sheep-and-shillings-challenges-with-collaborative-filtering.mp4 72MB
  68. 10-decision-trees/057-decision-tree-algorithms.mp4 66MB
  69. 14-recommendation-systems-in-python/085-code-along-top-movie-picks-nearest-neighbour-cf.mp4 56MB
  70. 08-natural-language-processing-and-python/039-python-drill-classification-with-naive-bayes.mp4 56MB
  71. 08-natural-language-processing-and-python/042-python-drill-clustering-with-k-means.mp4 54MB
  72. 09-sentiment-analysis/043-solve-sentiment-analysis-using-machine-learning.mp4 54MB
  73. 14-recommendation-systems-in-python/087-code-along-association-rules-with-the-apriori-algorithm.mp4 49MB
  74. 11-a-few-useful-things-to-know-about-overfitting/064-simplicity-is-a-virtue-regularization.mp4 48MB
  75. 09-sentiment-analysis/048-regular-expressions-in-python.mp4 46MB
  76. 08-natural-language-processing-and-python/026-installing-python-anaconda-and-pip.mp4 39MB
  77. 03-solving-classification-problems/009-random-variables.mp4 35MB
  78. 15-a-taste-of-deep-learning-and-computer-vision/093-code-along-handwritten-digit-recognition-iii.mp4 34MB
  79. 02-jump-right-in-machine-learning-for-spam-detection/005-plunging-in-machine-learning-approaches-to-spam-detection.mp4 32MB
  80. 08-natural-language-processing-and-python/038-python-drill-classification-with-knn.mp4 31MB
  81. 02-jump-right-in-machine-learning-for-spam-detection/007-get-the-lay-of-the-land-types-of-machine-learning-problems.mp4 30MB
  82. 02-jump-right-in-machine-learning-for-spam-detection/006-spam-detection-with-machine-learning-continued.mp4 29MB
  83. 03-solving-classification-problems/012-naive-bayes-classifier-an-example.mp4 28MB
  84. 13-recommendation-systems/attached_files/070-what-do-amazon-and-netflix-have-in-common/Recommmenders.pdf 28MB
  85. 13-recommendation-systems/attached_files/071-recommendation-engines-a-look-inside/Recommmenders.pdf 28MB
  86. 13-recommendation-systems/attached_files/072-what-are-you-made-of-contentbased-filtering/Recommmenders.pdf 28MB
  87. 13-recommendation-systems/attached_files/073-with-a-little-help-from-friends-collaborative-filtering/Recommmenders.pdf 28MB
  88. 13-recommendation-systems/attached_files/074-a-neighbourhood-model-for-collaborative-filtering/Recommmenders.pdf 28MB
  89. 13-recommendation-systems/attached_files/075-top-picks-for-you-recommendations-with-neighbourhood-models/Recommmenders.pdf 28MB
  90. 13-recommendation-systems/attached_files/076-discover-the-underlying-truth-latent-factor-collaborative-filtering/Recommmenders.pdf 28MB
  91. 13-recommendation-systems/attached_files/077-latent-factor-collaborative-filtering-contd/Recommmenders.pdf 28MB
  92. 13-recommendation-systems/attached_files/078-gray-sheep-and-shillings-challenges-with-collaborative-filtering/Recommmenders.pdf 28MB
  93. 13-recommendation-systems/attached_files/079-the-apriori-algorithm-for-association-rules/Recommmenders.pdf 28MB
  94. 01-introduction/002-a-sneak-peek-at-whats-coming-up.mp4 27MB
  95. 14-recommendation-systems-in-python/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas.mp4 26MB
  96. 03-solving-classification-problems/010-bayes-theorem.mp4 25MB
  97. 02-jump-right-in-machine-learning-for-spam-detection/004-machine-learning-why-should-you-jump-on-the-bandwagon.mp4 22MB
  98. 10-decision-trees/attached_files/055-growing-the-tree-decision-tree-learning/Decision-Trees.pdf 19MB
  99. 10-decision-trees/attached_files/056-branching-out-information-gain/Decision-Trees.pdf 19MB
  100. 10-decision-trees/attached_files/057-decision-tree-algorithms/Decision-Trees.pdf 19MB
  101. 03-solving-classification-problems/011-naive-bayes-classifier.mp4 16MB
  102. 01-introduction/001-you-this-course-and-us.mp4 15MB
  103. 02-jump-right-in-machine-learning-for-spam-detection/003-solving-problems-with-computers.mp4 14MB
  104. 15-a-taste-of-deep-learning-and-computer-vision/attached_files/088-computer-vision-an-introduction/DEEP-LEARNING.pdf 9MB
  105. 15-a-taste-of-deep-learning-and-computer-vision/attached_files/089-perceptron-revisited/DEEP-LEARNING.pdf 9MB
  106. 15-a-taste-of-deep-learning-and-computer-vision/attached_files/090-deep-learning-networks-introduced/DEEP-LEARNING.pdf 9MB
  107. 13-recommendation-systems/069-solving-recommendation-problems.mp4 7MB
  108. 08-natural-language-processing-and-python/025-applying-ml-to-natural-language-processing.mp4 6MB
  109. 10-decision-trees/053-using-tree-based-models-for-classification.mp4 6MB
  110. 03-solving-classification-problems/008-solving-classification-problems.mp4 6MB
  111. 04-clustering-as-a-form-of-unsupervised-learning/attached_files/018-clustering-introduction/Clustering-copy.pdf 3MB
  112. 04-clustering-as-a-form-of-unsupervised-learning/attached_files/019-clustering-kmeans-and-dbscan/Clustering-copy.pdf 3MB
  113. 09-sentiment-analysis/attached_files/044-sentiment-analysis-whats-all-the-fuss-about/SENTIMENT-ANALYSIS-copy.pdf 3MB
  114. 09-sentiment-analysis/attached_files/045-ml-solutions-for-sentiment-analysis-the-devil-is-in-the-details/SENTIMENT-ANALYSIS-copy.pdf 3MB
  115. 09-sentiment-analysis/attached_files/046-sentiment-lexicons-with-an-introduction-to-wordnet-and-sentiwordnet/SENTIMENT-ANALYSIS-copy.pdf 3MB
  116. 09-sentiment-analysis/attached_files/047-regular-expressions/SENTIMENT-ANALYSIS-copy.pdf 3MB
  117. 09-sentiment-analysis/attached_files/048-regular-expressions-in-python/SENTIMENT-ANALYSIS-copy.pdf 3MB
  118. 09-sentiment-analysis/attached_files/049-put-it-to-work-twitter-sentiment-analysis/SENTIMENT-ANALYSIS-copy.pdf 3MB
  119. 11-a-few-useful-things-to-know-about-overfitting/attached_files/061-overfitting-the-bane-of-machine-learning/Overfitting.pdf 3MB
  120. 11-a-few-useful-things-to-know-about-overfitting/attached_files/062-overfitting-continued/Overfitting.pdf 3MB
  121. 11-a-few-useful-things-to-know-about-overfitting/attached_files/063-cross-validation/Overfitting.pdf 3MB
  122. 11-a-few-useful-things-to-know-about-overfitting/attached_files/064-simplicity-is-a-virtue-regularization/Overfitting.pdf 3MB
  123. 11-a-few-useful-things-to-know-about-overfitting/attached_files/065-the-wisdom-of-crowds-ensemble-learning/Overfitting.pdf 3MB
  124. 11-a-few-useful-things-to-know-about-overfitting/attached_files/066-ensemble-learning-continued-bagging-boosting-and-stacking/Overfitting.pdf 3MB
  125. 12-random-forests/attached_files/067-random-forests-much-more-than-trees/Overfitting.pdf 3MB
  126. 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 2MB
  127. 03-solving-classification-problems/attached_files/016-support-vector-machines-maximum-margin-hyperplane-and-kernel-trick/Svm-2.pdf 2MB
  128. 03-solving-classification-problems/attached_files/012-naive-bayes-classifier-an-example/Nb-2.pdf 2MB
  129. 03-solving-classification-problems/attached_files/017-artificial-neural-networksperceptrons-introduced/Ann-1.pdf 1MB
  130. 03-solving-classification-problems/attached_files/011-naive-bayes-classifier/Nb-1.pdf 1MB
  131. 08-natural-language-processing-and-python/attached_files/040-document-distance-using-tfidf/tf-idf.pdf 1MB
  132. 07-regression-as-a-form-of-supervised-learning/attached_files/023-regression-introduced-linear-and-logistic-regression/regression.pdf 1MB
  133. 08-natural-language-processing-and-python/attached_files/034-put-it-to-work-news-article-classification-using-knearest-neighbors/textscraping.pdf 1MB
  134. 04-clustering-as-a-form-of-unsupervised-learning/attached_files/018-clustering-introduction/Ml-Clustering.pdf 951KB
  135. 03-solving-classification-problems/attached_files/009-random-variables/Random-Variable.pdf 950KB
  136. 08-natural-language-processing-and-python/attached_files/041-put-it-to-work-news-article-clustering-with-kmeans-and-tfidf/kmeans.pdf 939KB
  137. 03-solving-classification-problems/attached_files/010-bayes-theorem/Bayes-Theorem.pdf 922KB
  138. 06-dimensionality-reduction/attached_files/021-dimensionality-reduction/Dimensionality-Reduction.pdf 912KB
  139. 03-solving-classification-problems/attached_files/014-knearest-neighbors-a-few-wrinkles/Knn-2.pdf 903KB
  140. 08-natural-language-processing-and-python/attached_files/030-a-serious-nlp-application-text-auto-summarization-using-python/autosummarize.pdf 888KB
  141. 06-dimensionality-reduction/attached_files/022-principal-component-analysis/Ml-Pca.pdf 881KB
  142. 08-natural-language-processing-and-python/attached_files/034-put-it-to-work-news-article-classification-using-knearest-neighbors/knn.pdf 874KB
  143. 02-jump-right-in-machine-learning-for-spam-detection/attached_files/006-spam-detection-with-machine-learning-continued/ml-intro-3.pdf 872KB
  144. 03-solving-classification-problems/attached_files/017-artificial-neural-networksperceptrons-introduced/Ann-2.pdf 848KB
  145. 03-solving-classification-problems/attached_files/015-support-vector-machines-introduced/Svm-1.pdf 837KB
  146. 05-association-detection/attached_files/020-association-rules-learning/Ml-Association-Rules.pdf 825KB
  147. 03-solving-classification-problems/attached_files/013-knearest-neighbors/Knn-1.pdf 816KB
  148. 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 773KB
  149. 02-jump-right-in-machine-learning-for-spam-detection/attached_files/005-plunging-in-machine-learning-approaches-to-spam-detection/Ml-Intro-2.pdf 757KB
  150. 08-natural-language-processing-and-python/attached_files/035-put-it-to-work-news-article-classification-using-naive-bayes-classifier/NaiveBayes.pdf 752KB
  151. 07-regression-as-a-form-of-supervised-learning/attached_files/024-bias-variance-tradeoff/Bias-Variance.pdf 361KB
  152. 08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/iPythonML.zip 115KB
  153. 14-recommendation-systems-in-python/attached_files/082-movielens-and-pandas/Recommendations-Python3.py 18KB
  154. 14-recommendation-systems-in-python/attached_files/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas/Recommendations-Python3.py 18KB
  155. 14-recommendation-systems-in-python/attached_files/084-code-along-movie-recommendation-with-nearest-neighbour-cf/Recommendations-Python3.py 18KB
  156. 14-recommendation-systems-in-python/attached_files/085-code-along-top-movie-picks-nearest-neighbour-cf/Recommendations-Python3.py 18KB
  157. 14-recommendation-systems-in-python/attached_files/086-code-along-movie-recommendations-with-matrix-factorization/Recommendations-Python3.py 18KB
  158. 14-recommendation-systems-in-python/attached_files/087-code-along-association-rules-with-the-apriori-algorithm/Recommendations-Python3.py 18KB
  159. 14-recommendation-systems-in-python/attached_files/082-movielens-and-pandas/Recommendations-Python2.py 18KB
  160. 14-recommendation-systems-in-python/attached_files/083-code-along-whats-my-favorite-movie-data-analysis-with-pandas/Recommendations-Python2.py 18KB
  161. 14-recommendation-systems-in-python/attached_files/084-code-along-movie-recommendation-with-nearest-neighbour-cf/Recommendations-Python2.py 18KB
  162. 14-recommendation-systems-in-python/attached_files/085-code-along-top-movie-picks-nearest-neighbour-cf/Recommendations-Python2.py 18KB
  163. 14-recommendation-systems-in-python/attached_files/086-code-along-movie-recommendations-with-matrix-factorization/Recommendations-Python2.py 18KB
  164. 14-recommendation-systems-in-python/attached_files/087-code-along-association-rules-with-the-apriori-algorithm/Recommendations-Python2.py 18KB
  165. 12-random-forests/attached_files/068-back-on-the-titanic-cross-validation-and-random-forests/RandomForest-Python2.py 17KB
  166. 12-random-forests/attached_files/068-back-on-the-titanic-cross-validation-and-random-forests/RandomForest-Python3.py 17KB
  167. 09-sentiment-analysis/attached_files/050-twitter-sentiment-analysis-work-the-api/SentimentAnalysis.py 17KB
  168. 09-sentiment-analysis/attached_files/051-twitter-sentiment-analysis-regular-expressions-for-preprocessing/SentimentAnalysis.py 17KB
  169. 09-sentiment-analysis/attached_files/052-twitter-sentiment-analysis-naive-bayes-svm-and-sentiwordnet/SentimentAnalysis.py 17KB
  170. 08-natural-language-processing-and-python/attached_files/036-python-drill-scraping-news-websites/ML-Drills-Python3.py 17KB
  171. 08-natural-language-processing-and-python/attached_files/037-python-drill-feature-extraction-with-nltk/ML-Drills-Python3.py 17KB
  172. 08-natural-language-processing-and-python/attached_files/038-python-drill-classification-with-knn/ML-Drills-Python3.py 17KB
  173. 08-natural-language-processing-and-python/attached_files/039-python-drill-classification-with-naive-bayes/ML-Drills-Python3.py 17KB
  174. 08-natural-language-processing-and-python/attached_files/042-python-drill-clustering-with-k-means/ML-Drills-Python3.py 17KB
  175. 08-natural-language-processing-and-python/attached_files/036-python-drill-scraping-news-websites/ML-Drills-Python2.py 17KB
  176. 08-natural-language-processing-and-python/attached_files/037-python-drill-feature-extraction-with-nltk/ML-Drills-Python2.py 17KB
  177. 08-natural-language-processing-and-python/attached_files/038-python-drill-classification-with-knn/ML-Drills-Python2.py 17KB
  178. 08-natural-language-processing-and-python/attached_files/039-python-drill-classification-with-naive-bayes/ML-Drills-Python2.py 17KB
  179. 08-natural-language-processing-and-python/attached_files/042-python-drill-clustering-with-k-means/ML-Drills-Python2.py 17KB
  180. 08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/FrequencySummarizer-Python2.py 13KB
  181. 08-natural-language-processing-and-python/attached_files/032-python-drill-autosummarize-news-articles-ii/FrequencySummarizer-Python2.py 13KB
  182. 08-natural-language-processing-and-python/attached_files/033-python-drill-autosummarize-news-articles-iii/FrequencySummarizer-Python2.py 13KB
  183. 08-natural-language-processing-and-python/attached_files/031-python-drill-autosummarize-news-articles-i/FrequencySummarizer-Python3.py 13KB
  184. 08-natural-language-processing-and-python/attached_files/032-python-drill-autosummarize-news-articles-ii/FrequencySummarizer-Python3.py 13KB
  185. 08-natural-language-processing-and-python/attached_files/033-python-drill-autosummarize-news-articles-iii/FrequencySummarizer-Python3.py 13KB
  186. 10-decision-trees/attached_files/058-titanic-decision-trees-predict-survival-kaggle-i/DecisionTree-Drill-Python2.py 12KB
  187. 10-decision-trees/attached_files/059-titanic-decision-trees-predict-survival-kaggle-ii/DecisionTree-Drill-Python2.py 12KB
  188. 10-decision-trees/attached_files/060-titanic-decision-trees-predict-survival-kaggle-iii/DecisionTree-Drill-Python2.py 12KB
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