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Coursera - Natural Language Processing
magnet:?xt=urn:btih:04f89135bd3449ba0a16b0b2d964c7ca44b888aa&dn=Coursera - Natural Language Processing
磁力链接详情
Hash值:
04f89135bd3449ba0a16b0b2d964c7ca44b888aa
点击数:
92
文件大小:
1.1 GB
文件数量:
102
创建日期:
2017-2-14 02:36
最后访问:
2024-8-2 01:37
访问标签:
Coursera
-
Natural
Language
Processing
文件列表详情
Lectures/Week 1 - 01 Course Introduction/01_Course_Introduction_14-11.mp4 12.26 MB
Lectures/Week 1 - 02 Basic Text Processing/01_Regular_Expressions_11-25.mp4 10.85 MB
Lectures/Week 1 - 02 Basic Text Processing/02_Regular_Expressions_in_Practical_NLP_6-04.mp4 7.96 MB
Lectures/Week 1 - 02 Basic Text Processing/03_Word_Tokenization_14-26.mp4 12.47 MB
Lectures/Week 1 - 02 Basic Text Processing/04_Word_Normalization_and_Stemming_11-47.mp4 10.08 MB
Lectures/Week 1 - 02 Basic Text Processing/05_Sentence_Segmentation_5-31.mp4 4.97 MB
Lectures/Week 1 - 03 Edit Distance/01_Defining_Minimum_Edit_Distance_7-04.mp4 6.6 MB
Lectures/Week 1 - 03 Edit Distance/02_Computing_Minimum_Edit_Distance_5-54.mp4 5.38 MB
Lectures/Week 1 - 03 Edit Distance/03_Backtrace_for_Computing_Alignments_5-55.mp4 5.53 MB
Lectures/Week 1 - 03 Edit Distance/04_Weighted_Minimum_Edit_Distance_2-47.mp4 2.83 MB
Lectures/Week 1 - 03 Edit Distance/05_Minimum_Edit_Distance_in_Computational_Biology_9-29.mp4 8.95 MB
Lectures/Week 2 - 04 Language Modeling/01_Introduction_to_N-grams_8-41.mp4 7.64 MB
Lectures/Week 2 - 04 Language Modeling/02_Estimating_N-gram_Probabilities_9-38.mp4 9.48 MB
Lectures/Week 2 - 04 Language Modeling/03_Evaluation_and_Perplexity_11-09.mp4 9.6 MB
Lectures/Week 2 - 04 Language Modeling/04_Generalization_and_Zeros_5-15.mp4 4.67 MB
Lectures/Week 2 - 04 Language Modeling/05_Smoothing-_Add-One_6-30.mp4 6.04 MB
Lectures/Week 2 - 04 Language Modeling/06_Interpolation_10-25.mp4 9.38 MB
Lectures/Week 2 - 04 Language Modeling/07_Good-Turing_Smoothing_15-35.mp4 13.44 MB
Lectures/Week 2 - 04 Language Modeling/08_Kneser-Ney_Smoothing_8-59.mp4 8.44 MB
Lectures/Week 2 - 05 Spelling Correction/01_The_Spelling_Correction_Task_5-39.mp4 4.84 MB
Lectures/Week 2 - 05 Spelling Correction/02_The_Noisy_Channel_Model_of_Spelling_19-30.mp4 17.79 MB
Lectures/Week 2 - 05 Spelling Correction/03_Real-Word_Spelling_Correction_9-19.mp4 8.56 MB
Lectures/Week 2 - 05 Spelling Correction/04_State_of_the_Art_Systems_7-10.mp4 6.61 MB
Lectures/Week 3 - 06 Text Classification/01_What_is_Text_Classification_8-12.mp4 7.7 MB
Lectures/Week 3 - 06 Text Classification/02_Naive_Bayes_3-19.mp4 3.25 MB
Lectures/Week 3 - 06 Text Classification/03_Formalizing_the_Naive_Bayes_Classifier_9-28.mp4 8.19 MB
Lectures/Week 3 - 06 Text Classification/04_Naive_Bayes-_Learning_5-22.mp4 6.18 MB
Lectures/Week 3 - 06 Text Classification/05_Naive_Bayes-_Relationship_to_Language_Modeling_4-35.mp4 4.09 MB
Lectures/Week 3 - 06 Text Classification/06_Multinomial_Naive_Bayes-_A_Worked_Example_8-58.mp4 11.38 MB
Lectures/Week 3 - 06 Text Classification/07_Precision_Recall_and_the_F_measure_16-16.mp4 15.72 MB
Lectures/Week 3 - 06 Text Classification/08_Text_Classification-_Evaluation_7-17.mp4 11.54 MB
Lectures/Week 3 - 06 Text Classification/09_Practical_Issues_in_Text_Classification_5-56.mp4 6.56 MB
Lectures/Week 3 - 07 Sentiment Analysis/01_What_is_Sentiment_Analysis_7-17.mp4 9.56 MB
Lectures/Week 3 - 07 Sentiment Analysis/02_Sentiment_Analysis-_A_baseline_algorithm_13-27.mp4 13.18 MB
Lectures/Week 3 - 07 Sentiment Analysis/03_Sentiment_Lexicons_8-37.mp4 10.58 MB
Lectures/Week 3 - 07 Sentiment Analysis/04_Learning_Sentiment_Lexicons_14-45.mp4 18.65 MB
Lectures/Week 3 - 07 Sentiment Analysis/05_Other_Sentiment_Tasks_11-01.mp4 14.53 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/01_Generative_vs._Discriminative_Models_7-49.mp4 7.92 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/02_Making_features_from_text_for_discriminative_NLP_models_18-11.mp4 16.66 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/03_Feature-Based_Linear_Classifiers_13-34.mp4 13.46 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/04_Building_a_Maxent_Model-_The_Nuts_and_Bolts_8-04.mp4 7.8 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/05_Generative_vs._Discriminative_models-_The_problem_of_overcounting_evidence_12-15.mp4 12.22 MB
Lectures/Week 4 - 08 Discriminative classifiers- Maximum Entropy classifiers/06_Maximizing_the_Likelihood_10-29.mp4 9.83 MB
Lectures/Week 4 - 09 Named entity recognition and Maximum Entropy Sequence Models/01_Introduction_to_Information_Extraction_9-18.mp4 9.39 MB
Lectures/Week 4 - 09 Named entity recognition and Maximum Entropy Sequence Models/02_Evaluation_of_Named_Entity_Recognition_6-34.mp4 6.75 MB
Lectures/Week 4 - 09 Named entity recognition and Maximum Entropy Sequence Models/03_Sequence_Models_for_Named_Entity_Recognition_15-05.mp4 14.15 MB
Lectures/Week 4 - 09 Named entity recognition and Maximum Entropy Sequence Models/04_Maximum_Entropy_Sequence_Models_13-01.mp4 13.3 MB
Lectures/Week 4 - 10 Relation Extraction/01_What_is_Relation_Extraction_9-47.mp4 10.19 MB
Lectures/Week 4 - 10 Relation Extraction/02_Using_Patterns_to_Extract_Relations_6-17.mp4 6.08 MB
Lectures/Week 4 - 10 Relation Extraction/03_Supervised_Relation_Extraction_10-51.mp4 10.31 MB
Lectures/Week 4 - 10 Relation Extraction/04_Semi-Supervised_and_Unsupervised_Relation_Extraction_9-53.mp4 10.06 MB
Lectures/Week 5 - 11 Advanced Maximum Entropy Models/01_The_Maximum_Entropy_Model_Presentation_12-14.mp4 17.28 MB
Lectures/Week 5 - 11 Advanced Maximum Entropy Models/02_Feature_Overlap-Feature_Interaction_12-51.mp4 12.63 MB
Lectures/Week 5 - 11 Advanced Maximum Entropy Models/03_Conditional_Maxent_Models_for_Classification_4-11.mp4 4.79 MB
Lectures/Week 5 - 11 Advanced Maximum Entropy Models/04_Smoothing-Regularization-Priors_for_Maxent_Models_29-24.mp4 28.8 MB
Lectures/Week 5 - 12 POS Tagging/01_An_Intro_to_Parts_of_Speech_and_POS_Tagging_13-19.mp4 11.88 MB
Lectures/Week 5 - 12 POS Tagging/02_Some_Methods_and_Results_on_Sequence_Models_for_POS_Tagging_13-04.mp4 12.82 MB
Lectures/Week 5 - 13 Parsing Introduction/01_Syntactic_Structure-_Constituency_vs_Dependency_8-46.mp4 8.96 MB
Lectures/Week 5 - 13 Parsing Introduction/02_Empirical-Data-Driven_Approach_to_Parsing_7-11.mp4 7.24 MB
Lectures/Week 5 - 13 Parsing Introduction/03_The_Exponential_Problem_in_Parsing_14-30.mp4 14.87 MB
Lectures/Week 5 - 14 Instructor Chat/01_Instructor_Chat_9-02.mp4 23.78 MB
Lectures/Week 6 - 15 Probabilistic Parsing/01_CFGs_and_PCFGs_15-29.mp4 16.65 MB
Lectures/Week 6 - 15 Probabilistic Parsing/02_Grammar_Transforms_12-05.mp4 12.05 MB
Lectures/Week 6 - 15 Probabilistic Parsing/03_CKY_Parsing_23-25.mp4 26.18 MB
Lectures/Week 6 - 15 Probabilistic Parsing/04_CKY_Example_21-52.mp4 23.44 MB
Lectures/Week 6 - 15 Probabilistic Parsing/05_Constituency_Parser_Evaluation_9-45.mp4 10.66 MB
Lectures/Week 6 - 16 Lexicalized Parsing/01_Lexicalization_of_PCFGs_7-03.mp4 7.12 MB
Lectures/Week 6 - 16 Lexicalized Parsing/02_Charniaks_Model_18-23.mp4 18.96 MB
Lectures/Week 6 - 16 Lexicalized Parsing/03_PCFG_Independence_Assumptions_9-44.mp4 9.83 MB
Lectures/Week 6 - 16 Lexicalized Parsing/04_The_Return_of_Unlexicalized_PCFGs_20-53.mp4 21.22 MB
Lectures/Week 6 - 16 Lexicalized Parsing/05_Latent_Variable_PCFGs_12-07.mp4 12.55 MB
Lectures/Week 6 - 17 Dependency Parsing Optional/01_Dependency_Parsing_Introduction_10-25.mp4 11.15 MB
Lectures/Week 6 - 17 Dependency Parsing Optional/02_Greedy_Transition-Based_Parsing_31-05.mp4 31.36 MB
Lectures/Week 6 - 17 Dependency Parsing Optional/03_Dependencies_Encode_Relational_Structure_7-20.mp4 7.24 MB
Lectures/Week 7 - 18 Information Retrieval/01_Introduction_to_Information_Retrieval_9-16.mp4 9.06 MB
Lectures/Week 7 - 18 Information Retrieval/02_Term-Document_Incidence_Matrices_8-59.mp4 9.02 MB
Lectures/Week 7 - 18 Information Retrieval/03_The_Inverted_Index_10-42.mp4 10.71 MB
Lectures/Week 7 - 18 Information Retrieval/04_Query_Processing_with_the_Inverted_Index_6-43.mp4 6.74 MB
Lectures/Week 7 - 18 Information Retrieval/05_Phrase_Queries_and_Positional_Indexes_19-45.mp4 20.6 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/01_Introducing_Ranked_Retrieval_4-27.mp4 4.58 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/02_Scoring_with_the_Jaccard_Coefficient_5-06.mp4 5.39 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/03_Term_Frequency_Weighting_5-59.mp4 6.36 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/04_Inverse_Document_Frequency_Weighting_10-16.mp4 11.12 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/05_TF-IDF_Weighting_3-42.mp4 4.1 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/06_The_Vector_Space_Model_16-22.mp4 16.93 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/07_Calculating_TF-IDF_Cosine_Scores_12-47.mp4 13.23 MB
Lectures/Week 7 - 19 Ranked Information Retrieval/08_Evaluating_Search_Engines_9-02.mp4 8.82 MB
Lectures/Week 8 - 20 Semantics/01_Word_Senses_and_Word_Relations_11-50.mp4 14.89 MB
Lectures/Week 8 - 20 Semantics/02_WordNet_and_Other_Online_Thesauri_6-23.mp4 8.75 MB
Lectures/Week 8 - 20 Semantics/03_Word_Similarity_and_Thesaurus_Methods_16-17.mp4 20.24 MB
Lectures/Week 8 - 20 Semantics/04_Word_Similarity-_Distributional_Similarity_I_13-14.mp4 15.03 MB
Lectures/Week 8 - 20 Semantics/05_Word_Similarity-_Distributional_Similarity_II_8-15.mp4 9.46 MB
Lectures/Week 8 - 21 Question Answering/01_What_is_Question_Answering_7-28.mp4 8.89 MB
Lectures/Week 8 - 21 Question Answering/02_Answer_Types_and_Query_Formulation_8-47.mp4 10.12 MB
Lectures/Week 8 - 21 Question Answering/03_Passage_Retrieval_and_Answer_Extraction_6-38.mp4 7.68 MB
Lectures/Week 8 - 21 Question Answering/04_Using_Knowledge_in_QA_4-25.mp4 5.27 MB
Lectures/Week 8 - 21 Question Answering/05_Advanced-_Answering_Complex_Questions_4-52.mp4 6.17 MB
Lectures/Week 8 - 22 Summarization/01_Introduction_to_Summarization.mp4 6.02 MB
Lectures/Week 8 - 22 Summarization/02_Generating_Snippets.mp4 9.61 MB
Lectures/Week 8 - 22 Summarization/03_Evaluating_Summaries-_ROUGE.mp4 6.53 MB
Lectures/Week 8 - 22 Summarization/04_Summarizing_Multiple_Documents.mp4 13.4 MB
Lectures/Week 8 - 23 Instructor Chat II/01_Instructor_Chat_II_5-23.mp4 18.63 MB
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