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nlp
magnet:?xt=urn:btih:d2c8f8f1651740520b7dfab23438d89bc8c0c0ab&dn=nlp
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d2c8f8f1651740520b7dfab23438d89bc8c0c0ab
infohash:
102
文件数量
1.1 GB
文件大小
2018-5-24 08:32
创建日期
2024-11-9 08:34
最后访问
相关分词
nlp
01_Week_1_-_Course_Introduction/01_Course_Introduction_14-11.mp4 12.26 MB
02_Week_1_-_Basic_Text_Processing/01_Regular_Expressions_11-25.mp4 10.85 MB
02_Week_1_-_Basic_Text_Processing/02_Regular_Expressions_in_Practical_NLP_6-04.mp4 7.96 MB
02_Week_1_-_Basic_Text_Processing/03_Word_Tokenization_14-26.mp4 12.47 MB
02_Week_1_-_Basic_Text_Processing/04_Word_Normalization_and_Stemming_11-47.mp4 10.08 MB
02_Week_1_-_Basic_Text_Processing/05_Sentence_Segmentation_5-31.mp4 4.97 MB
03_Week_1_-_Edit_Distance/01_Defining_Minimum_Edit_Distance_7-04.mp4 6.6 MB
03_Week_1_-_Edit_Distance/02_Computing_Minimum_Edit_Distance_5-54.mp4 5.38 MB
03_Week_1_-_Edit_Distance/03_Backtrace_for_Computing_Alignments_5-55.mp4 5.53 MB
03_Week_1_-_Edit_Distance/04_Weighted_Minimum_Edit_Distance_2-47.mp4 2.83 MB
03_Week_1_-_Edit_Distance/05_Minimum_Edit_Distance_in_Computational_Biology_9-29.mp4 8.95 MB
04_Week_2_-_Language_Modeling/01_Introduction_to_N-grams_8-41.mp4 7.64 MB
04_Week_2_-_Language_Modeling/02_Estimating_N-gram_Probabilities_9-38.mp4 9.48 MB
04_Week_2_-_Language_Modeling/03_Evaluation_and_Perplexity_11-09.mp4 9.6 MB
04_Week_2_-_Language_Modeling/04_Generalization_and_Zeros_5-15.mp4 4.67 MB
04_Week_2_-_Language_Modeling/05_Smoothing-_Add-One_6-30.mp4 6.04 MB
04_Week_2_-_Language_Modeling/06_Interpolation_10-25.mp4 9.38 MB
04_Week_2_-_Language_Modeling/07_Good-Turing_Smoothing_15-35.mp4 13.44 MB
04_Week_2_-_Language_Modeling/08_Kneser-Ney_Smoothing_8-59.mp4 8.44 MB
05_Week_2_-_Spelling_Correction/01_The_Spelling_Correction_Task_5-39.mp4 4.84 MB
05_Week_2_-_Spelling_Correction/02_The_Noisy_Channel_Model_of_Spelling_19-30.mp4 17.79 MB
05_Week_2_-_Spelling_Correction/03_Real-Word_Spelling_Correction_9-19.mp4 8.56 MB
05_Week_2_-_Spelling_Correction/04_State_of_the_Art_Systems_7-10.mp4 6.61 MB
06_Week_3_-_Text_Classification/01_What_is_Text_Classification_8-12.mp4 7.7 MB
06_Week_3_-_Text_Classification/02_Naive_Bayes_3-19.mp4 3.25 MB
06_Week_3_-_Text_Classification/03_Formalizing_the_Naive_Bayes_Classifier_9-28.mp4 8.19 MB
06_Week_3_-_Text_Classification/04_Naive_Bayes-_Learning_5-22.mp4 6.18 MB
06_Week_3_-_Text_Classification/05_Naive_Bayes-_Relationship_to_Language_Modeling_4-35.mp4 4.09 MB
06_Week_3_-_Text_Classification/06_Multinomial_Naive_Bayes-_A_Worked_Example_8-58.mp4 11.38 MB
06_Week_3_-_Text_Classification/07_Precision_Recall_and_the_F_measure_16-16.mp4 15.72 MB
06_Week_3_-_Text_Classification/08_Text_Classification-_Evaluation_7-17.mp4 11.54 MB
06_Week_3_-_Text_Classification/09_Practical_Issues_in_Text_Classification_5-56.mp4 6.56 MB
07_Week_3_-_Sentiment_Analysis/01_What_is_Sentiment_Analysis_7-17.mp4 9.56 MB
07_Week_3_-_Sentiment_Analysis/02_Sentiment_Analysis-_A_baseline_algorithm_13-27.mp4 13.18 MB
07_Week_3_-_Sentiment_Analysis/03_Sentiment_Lexicons_8-37.mp4 10.58 MB
07_Week_3_-_Sentiment_Analysis/04_Learning_Sentiment_Lexicons_14-45.mp4 18.65 MB
07_Week_3_-_Sentiment_Analysis/05_Other_Sentiment_Tasks_11-01.mp4 14.53 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/01_Generative_vs._Discriminative_Models_7-49.mp4 7.92 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/02_Making_features_from_text_for_discriminative_NLP_models_18-11.mp4 16.66 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/03_Feature-Based_Linear_Classifiers_13-34.mp4 13.46 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/04_Building_a_Maxent_Model-_The_Nuts_and_Bolts_8-04.mp4 7.8 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/05_Generative_vs._Discriminative_models-_The_problem_of_overcounting_evidence_12-15.mp4 12.22 MB
08_Week_4_-_Discriminative_classifiers-_Maximum_Entropy_classifiers/06_Maximizing_the_Likelihood_10-29.mp4 9.83 MB
09_Week_4_-_Named_entity_recognition_and_Maximum_Entropy_Sequence_Models/01_Introduction_to_Information_Extraction_9-18.mp4 9.39 MB
09_Week_4_-_Named_entity_recognition_and_Maximum_Entropy_Sequence_Models/02_Evaluation_of_Named_Entity_Recognition_6-34.mp4 6.75 MB
09_Week_4_-_Named_entity_recognition_and_Maximum_Entropy_Sequence_Models/03_Sequence_Models_for_Named_Entity_Recognition_15-05.mp4 14.15 MB
09_Week_4_-_Named_entity_recognition_and_Maximum_Entropy_Sequence_Models/04_Maximum_Entropy_Sequence_Models_13-01.mp4 13.3 MB
10_Week_4_-_Relation_Extraction/01_What_is_Relation_Extraction_9-47.mp4 10.19 MB
10_Week_4_-_Relation_Extraction/02_Using_Patterns_to_Extract_Relations_6-17.mp4 6.08 MB
10_Week_4_-_Relation_Extraction/03_Supervised_Relation_Extraction_10-51.mp4 10.31 MB
10_Week_4_-_Relation_Extraction/04_Semi-Supervised_and_Unsupervised_Relation_Extraction_9-53.mp4 10.06 MB
11_Week_5_-_Advanced_Maximum_Entropy_Models/01_The_Maximum_Entropy_Model_Presentation_12-14.mp4 17.28 MB
11_Week_5_-_Advanced_Maximum_Entropy_Models/02_Feature_Overlap-Feature_Interaction_12-51.mp4 12.63 MB
11_Week_5_-_Advanced_Maximum_Entropy_Models/03_Conditional_Maxent_Models_for_Classification_4-11.mp4 4.79 MB
11_Week_5_-_Advanced_Maximum_Entropy_Models/04_Smoothing-Regularization-Priors_for_Maxent_Models_29-24.mp4 28.8 MB
12_Week_5_-_POS_Tagging/01_An_Intro_to_Parts_of_Speech_and_POS_Tagging_13-19.mp4 11.88 MB
12_Week_5_-_POS_Tagging/02_Some_Methods_and_Results_on_Sequence_Models_for_POS_Tagging_13-04.mp4 12.82 MB
13_Week_5_-_Parsing_Introduction/01_Syntactic_Structure-_Constituency_vs_Dependency_8-46.mp4 8.96 MB
13_Week_5_-_Parsing_Introduction/02_Empirical-Data-Driven_Approach_to_Parsing_7-11.mp4 7.24 MB
13_Week_5_-_Parsing_Introduction/03_The_Exponential_Problem_in_Parsing_14-30.mp4 14.87 MB
14_Week_5_-_Instructor_Chat/01_Instructor_Chat_9-02.mp4 23.78 MB
15_Week_6_-_Probabilistic_Parsing/01_CFGs_and_PCFGs_15-29.mp4 16.65 MB
15_Week_6_-_Probabilistic_Parsing/02_Grammar_Transforms_12-05.mp4 12.05 MB
15_Week_6_-_Probabilistic_Parsing/03_CKY_Parsing_23-25.mp4 26.18 MB
15_Week_6_-_Probabilistic_Parsing/04_CKY_Example_21-52.mp4 23.44 MB
15_Week_6_-_Probabilistic_Parsing/05_Constituency_Parser_Evaluation_9-45.mp4 10.66 MB
16_Week_6_-_Lexicalized_Parsing/01_Lexicalization_of_PCFGs_7-03.mp4 7.12 MB
16_Week_6_-_Lexicalized_Parsing/02_Charniaks_Model_18-23.mp4 18.96 MB
16_Week_6_-_Lexicalized_Parsing/03_PCFG_Independence_Assumptions_9-44.mp4 9.83 MB
16_Week_6_-_Lexicalized_Parsing/04_The_Return_of_Unlexicalized_PCFGs_20-53.mp4 21.22 MB
16_Week_6_-_Lexicalized_Parsing/05_Latent_Variable_PCFGs_12-07.mp4 12.55 MB
17_Week_6_-_Dependency_Parsing_Optional/01_Dependency_Parsing_Introduction_10-25.mp4 11.15 MB
17_Week_6_-_Dependency_Parsing_Optional/02_Greedy_Transition-Based_Parsing_31-05.mp4 31.36 MB
17_Week_6_-_Dependency_Parsing_Optional/03_Dependencies_Encode_Relational_Structure_7-20.mp4 7.24 MB
18_Week_7_-_Information_Retrieval/01_Introduction_to_Information_Retrieval_9-16.mp4 9.06 MB
18_Week_7_-_Information_Retrieval/02_Term-Document_Incidence_Matrices_8-59.mp4 9.02 MB
18_Week_7_-_Information_Retrieval/03_The_Inverted_Index_10-42.mp4 10.71 MB
18_Week_7_-_Information_Retrieval/04_Query_Processing_with_the_Inverted_Index_6-43.mp4 6.74 MB
18_Week_7_-_Information_Retrieval/05_Phrase_Queries_and_Positional_Indexes_19-45.mp4 20.6 MB
19_Week_7_-_Ranked_Information_Retrieval/01_Introducing_Ranked_Retrieval_4-27.mp4 4.58 MB
19_Week_7_-_Ranked_Information_Retrieval/02_Scoring_with_the_Jaccard_Coefficient_5-06.mp4 5.39 MB
19_Week_7_-_Ranked_Information_Retrieval/03_Term_Frequency_Weighting_5-59.mp4 6.36 MB
19_Week_7_-_Ranked_Information_Retrieval/04_Inverse_Document_Frequency_Weighting_10-16.mp4 11.12 MB
19_Week_7_-_Ranked_Information_Retrieval/05_TF-IDF_Weighting_3-42.mp4 4.1 MB
19_Week_7_-_Ranked_Information_Retrieval/06_The_Vector_Space_Model_16-22.mp4 16.93 MB
19_Week_7_-_Ranked_Information_Retrieval/07_Calculating_TF-IDF_Cosine_Scores_12-47.mp4 13.23 MB
19_Week_7_-_Ranked_Information_Retrieval/08_Evaluating_Search_Engines_9-02.mp4 8.82 MB
20_Week_8_-_Semantics/01_Word_Senses_and_Word_Relations_11-50.mp4 14.89 MB
20_Week_8_-_Semantics/02_WordNet_and_Other_Online_Thesauri_6-23.mp4 8.75 MB
20_Week_8_-_Semantics/03_Word_Similarity_and_Thesaurus_Methods_16-17.mp4 20.24 MB
20_Week_8_-_Semantics/04_Word_Similarity-_Distributional_Similarity_I_13-14.mp4 15.03 MB
20_Week_8_-_Semantics/05_Word_Similarity-_Distributional_Similarity_II_8-15.mp4 9.46 MB
21_Week_8_-_Question_Answering/01_What_is_Question_Answering_7-28.mp4 8.89 MB
21_Week_8_-_Question_Answering/02_Answer_Types_and_Query_Formulation_8-47.mp4 10.12 MB
21_Week_8_-_Question_Answering/03_Passage_Retrieval_and_Answer_Extraction_6-38.mp4 7.68 MB
21_Week_8_-_Question_Answering/04_Using_Knowledge_in_QA_4-25.mp4 5.27 MB
21_Week_8_-_Question_Answering/05_Advanced-_Answering_Complex_Questions_4-52.mp4 6.17 MB
22_Week_8_-_Summarization/01_Introduction_to_Summarization.mp4 6.02 MB
22_Week_8_-_Summarization/02_Generating_Snippets.mp4 9.61 MB
22_Week_8_-_Summarization/03_Evaluating_Summaries-_ROUGE.mp4 6.53 MB
22_Week_8_-_Summarization/04_Summarizing_Multiple_Documents.mp4 13.4 MB
23_Week_8_-_Instructor_Chat_II/01_Instructor_Chat_II_5-23.mp4 18.63 MB
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