[Coursera] Natural Language Processing Specialization

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[Coursera] Natural Language Processing Specialization

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文件列表

  • 04_machine-translation-and-document-search/07_heroes-of-nlp-kathleen-mckeown/07_01_andrew-ng-with-kathleen-mckeown.mp4 306.0 MB
  • 01_sentiment-analysis-with-logistic-regression/05_heroes-of-nlp-chris-manning-optional/05_01_andrew-ng-with-chris-manning.mp4 232.6 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_01_welcome-to-the-nlp-specialization.mp4 26.8 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_10_log-likelihood-part-1.mp4 11.7 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_03_transforming-word-vectors.mp4 11.5 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_20_logistic-regression-testing.mp4 11.5 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_06_naive-bayes-introduction.mp4 10.7 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_02_welcome-to-course-1.mp4 10.5 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_22_logistic-regression-cost-function.mp4 10.0 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_09_locality-sensitive-hashing.mp4 10.0 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_04_word-by-word-and-word-by-doc.mp4 9.4 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_07_hash-tables-and-hash-functions.mp4 8.5 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_12_manipulating-words-in-vector-spaces.mp4 8.1 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_16_testing-naive-bayes.mp4 8.1 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_04_bayes-rule.mp4 8.0 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_10_cosine-similarity.mp4 7.9 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_13_approximate-nearest-neighbors.mp4 7.5 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_11_multiple-planes.mp4 7.4 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_14_training-naive-bayes.mp4 7.4 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_05_supervised-ml-sentiment-analysis.mp4 7.1 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_22_error-analysis.mp4 7.1 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_09_negative-and-positive-frequencies.mp4 7.0 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_08_laplacian-smoothing.mp4 6.9 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_14_visualization-and-pca.mp4 6.9 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_02_probability-and-bayes-rule.mp4 6.8 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_16_logistic-regression-overview.mp4 6.8 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_12_preprocessing.mp4 6.7 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_05_k-nearest-neighbors.mp4 6.7 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_07_vocabulary-feature-extraction.mp4 6.6 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_16_pca-algorithm.mp4 6.6 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_02_vector-space-models.mp4 6.5 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_06_euclidean-distance.mp4 6.5 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_10_feature-extraction-with-frequencies.mp4 6.4 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_08_cosine-similarity-intuition.mp4 6.4 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_18_applications-of-naive-bayes.mp4 6.0 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_20_naive-bayes-assumptions.mp4 5.9 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_18_logistic-regression-training.mp4 5.5 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_17_week-conclusion.mp4 5.4 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_14_putting-it-all-together.mp4 5.1 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_01_week-introduction.mp4 5.0 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_15_searching-documents.mp4 5.0 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_01_week-introduction.mp4 5.0 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_24_week-conclusion.mp4 4.8 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_19_week-conclusion.mp4 4.6 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_12_log-likelihood-part-2.mp4 4.3 MB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_02_overview.mp4 3.5 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_24_week-conclusion.mp4 3.4 MB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_04_week-introduction.mp4 3.0 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_01_week-introduction.mp4 2.5 MB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_21_naive-bayes-assumptions_instructions.html 1.8 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_15_visualization-and-pca_instructions.html 1.3 MB
  • 03_vector-space-models/01_lecture-vector-space-models/01_13_manipulating-words-in-vector-spaces_instructions.html 922.9 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_11_feature-extraction-with-frequencies_instructions.html 771.1 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_03_vector-space-models_instructions.html 769.7 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_07_naive-bayes-introduction_instructions.html 735.7 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_06_supervised-ml-sentiment-analysis_instructions.html 729.0 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_17_logistic-regression-overview_instructions.html 710.6 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_08_hash-tables-and-hash-functions_instructions.html 653.1 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_05_bayes-rule_instructions.html 616.3 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_11_cosine-similarity_instructions.html 591.1 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_11_log-likelihood-part-1_instructions.html 590.3 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_10_locality-sensitive-hashing_instructions.html 578.6 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_17_pca-algorithm_instructions.html 552.8 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_04_transforming-word-vectors_instructions.html 533.2 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_16_searching-documents_instructions.html 518.2 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_05_word-by-word-and-word-by-doc_instructions.html 480.0 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_14_approximate-nearest-neighbors_instructions.html 472.4 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_23_error-analysis_instructions.html 455.1 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_12_multiple-planes_instructions.html 453.4 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_07_euclidian-distance_instructions.html 427.9 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_03_probability-and-bayes-rule_instructions.html 405.8 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_19_logistic-regression-training_instructions.html 380.4 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_17_testing-naive-bayes_instructions.html 364.2 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_15_putting-it-all-together_instructions.html 354.1 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_06_k-nearest-neighbors_instructions.html 341.8 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_13_log-likelihood-part-2_instructions.html 331.0 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_23_optional-logistic-regression-cost-function_instructions.html 304.1 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_21_logistic-regression-testing_instructions.html 302.7 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_09_cosine-similarity-intuition_instructions.html 272.4 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_03_acknowledgement-ken-church_instructions.html 238.4 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_15_training-naive-bayes_instructions.html 233.8 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_08_vocabulary-feature-extraction_instructions.html 200.7 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_13_preprocessing_instructions.html 160.3 kB
  • 04_machine-translation-and-document-search/02_lecture-notes-optional/02_01_lecture-notes-w4_www.deeplearning.ai 121.9 kB
  • 02_sentiment-analysis-with-naive-bayes/02_lecture-notes-optional/02_01_lecture-notes-w2_www.deeplearning.ai 121.9 kB
  • 03_vector-space-models/02_lecture-notes-optional/02_01_lecture-notes-w3_www.deeplearning.ai 121.9 kB
  • 01_sentiment-analysis-with-logistic-regression/02_lecture-notes-optional/02_01_lecture-notes-w1_www.deeplearning.ai 121.9 kB
  • 01_sentiment-analysis-with-logistic-regression/05_heroes-of-nlp-chris-manning-optional/05_01_andrew-ng-with-chris-manning.en.srt 67.0 kB
  • 04_machine-translation-and-document-search/07_heroes-of-nlp-kathleen-mckeown/07_01_andrew-ng-with-kathleen-mckeown.en.srt 41.8 kB
  • 01_sentiment-analysis-with-logistic-regression/05_heroes-of-nlp-chris-manning-optional/05_01_andrew-ng-with-chris-manning.en.txt 35.3 kB
  • 04_machine-translation-and-document-search/07_heroes-of-nlp-kathleen-mckeown/07_01_andrew-ng-with-kathleen-mckeown.en.txt 25.4 kB
  • 01_sentiment-analysis-with-logistic-regression/03_practice-quiz/03_01_logistic-regression_quiz.html 11.9 kB
  • 02_sentiment-analysis-with-naive-bayes/03_practice-quiz/03_01_naive-bayes_quiz.html 11.8 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_03_transforming-word-vectors.en.srt 10.9 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_10_log-likelihood-part-1.en.srt 10.4 kB
  • 03_vector-space-models/03_practice-quiz/03_01_vector-space-models_quiz.html 9.9 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_06_naive-bayes-introduction.en.srt 9.4 kB
  • 04_machine-translation-and-document-search/03_practice-quiz/03_01_hashing-and-machine-translation_quiz.html 8.9 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_09_locality-sensitive-hashing.en.srt 7.7 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_04_word-by-word-and-word-by-doc.en.srt 7.7 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_16_testing-naive-bayes.en.srt 7.6 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_20_logistic-regression-testing.en.srt 7.5 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_04_bayes-rule.en.srt 7.0 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_22_logistic-regression-cost-function.en.srt 7.0 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_03_transforming-word-vectors.en.txt 6.9 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_01_welcome-to-the-nlp-specialization.en.srt 6.8 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_07_hash-tables-and-hash-functions.en.srt 6.6 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_10_cosine-similarity.en.srt 6.4 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_14_training-naive-bayes.en.srt 6.3 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_11_multiple-planes.en.srt 6.1 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_25_optional-logistic-regression-gradient_instructions.html 5.9 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_06_euclidean-distance.en.srt 5.8 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_05_k-nearest-neighbors.en.srt 5.8 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_12_preprocessing.en.srt 5.7 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_18_applications-of-naive-bayes.en.srt 5.6 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_02_probability-and-bayes-rule.en.srt 5.6 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_10_log-likelihood-part-1.en.txt 5.4 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_12_manipulating-words-in-vector-spaces.en.srt 5.3 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_22_error-analysis.en.srt 5.3 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_13_approximate-nearest-neighbors.en.srt 5.2 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_16_logistic-regression-overview.en.srt 5.1 kB
  • 01_sentiment-analysis-with-logistic-regression/04_assignment-sentiment-analysis-with-logistic-regression/04_01_optional-downloading-your-notebook-downloading-your-workspace-and-refreshing_instructions.html 5.1 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_08_cosine-similarity-intuition.en.srt 5.0 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_18_the-rotation-matrix-optional-reading_instructions.html 5.0 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_20_naive-bayes-assumptions.en.srt 4.9 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_09_locality-sensitive-hashing.en.txt 4.9 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_06_naive-bayes-introduction.en.txt 4.9 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_16_pca-algorithm.en.srt 4.9 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_14_visualization-and-pca.en.srt 4.9 kB
  • 04_machine-translation-and-document-search/06_acknowledgments-and-bibliography/06_01_acknowledgements_instructions.html 4.7 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_09_negative-and-positive-frequencies.en.srt 4.6 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_07_vocabulary-feature-extraction.en.srt 4.6 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_22_logistic-regression-cost-function.en.txt 4.6 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_01_welcome-to-the-nlp-specialization.en.txt 4.3 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_02_vector-space-models.en.srt 4.3 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_04_word-by-word-and-word-by-doc.en.txt 4.1 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_10_feature-extraction-with-frequencies.en.srt 4.1 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_16_testing-naive-bayes.en.txt 4.1 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_20_logistic-regression-testing.en.txt 4.0 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_08_laplacian-smoothing.en.srt 3.9 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_05_supervised-ml-sentiment-analysis.en.srt 3.9 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_04_bayes-rule.en.txt 3.7 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_02_overview.en.srt 3.6 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_07_hash-tables-and-hash-functions.en.txt 3.5 kB
  • 01_sentiment-analysis-with-logistic-regression/01_lecture-logistic-regression/01_18_logistic-regression-training.en.srt 3.4 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_10_cosine-similarity.en.txt 3.4 kB
  • 02_sentiment-analysis-with-naive-bayes/01_lecture-naive-bayes/01_14_training-naive-bayes.en.txt 3.3 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_13_approximate-nearest-neighbors.en.txt 3.3 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_11_multiple-planes.en.txt 3.2 kB
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  • 03_vector-space-models/01_lecture-vector-space-models/01_16_pca-algorithm.en.txt 3.2 kB
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  • 03_vector-space-models/01_lecture-vector-space-models/01_14_visualization-and-pca.en.txt 3.1 kB
  • 03_vector-space-models/01_lecture-vector-space-models/01_06_euclidean-distance.en.txt 3.0 kB
  • 04_machine-translation-and-document-search/01_lecture-machine-translation/01_05_k-nearest-neighbors.en.txt 3.0 kB
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