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Natural Language Processing [2012, ENG]

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01 - Week 1 - Course Introduction

1 - 1 - Course Introduction (14_11).mp4	MP4	12.26 MB
1 - 1 - Course Introduction (14_11).srt	SRT	18.32 KB
1 - 1 - Course Introduction (14_11).txt	TXT	12.53 KB
intro.pdf	PDF	2.63 MB
intro.pptx	PPTX	2 MB
slides_intro.pdf	PDF	2.63 MB
slides_intro.pptx	PPTX	2 MB

02 - Week 1 - Basic Text Processing

2 - 1 - Regular Expressions (11_25).mp4	MP4	10.85 MB
2 - 1 - Regular Expressions (11_25).srt	SRT	14.41 KB
2 - 1 - Regular Expressions (11_25).txt	TXT	9.88 KB
2 - 2 - Regular Expressions in Practical NLP (6_04).mp4	MP4	7.96 MB
2 - 2 - Regular Expressions in Practical NLP (6_04).srt	SRT	7.72 KB
2 - 2 - Regular Expressions in Practical NLP (6_04).txt	TXT	5.31 KB
2 - 3 - Word Tokenization (14_26).mp4	MP4	12.47 MB
2 - 3 - Word Tokenization (14_26).srt	SRT	19.57 KB
2 - 3 - Word Tokenization (14_26).txt	TXT	13.41 KB
2 - 4 - Word Normalization and Stemming (11_47).mp4	MP4	10.08 MB
2 - 4 - Word Normalization and Stemming (11_47).srt	SRT	14.25 KB
2 - 4 - Word Normalization and Stemming (11_47).txt	TXT	9.79 KB
2 - 5 - Sentence Segmentation (5_31).mp4	MP4	4.97 MB
2 - 5 - Sentence Segmentation (5_31).srt	SRT	7.59 KB
2 - 5 - Sentence Segmentation (5_31).txt	TXT	5.22 KB
slides_01-02-normalization.pdf	PDF	616.76 KB
slides_01-02-normalization.pptx	PPTX	657.81 KB
slides_01-02-regexp.pdf	PDF	652.37 KB
slides_01-02-regexp.pptx	PPTX	697.67 KB
slides_01-02-sentsegment.pdf	PDF	610.75 KB
slides_01-02-sentsegment.pptx	PPTX	668.88 KB
slides_01-02-wordtok.pdf	PDF	671.35 KB
slides_01-02-wordtok.pptx	PPTX	670.29 KB

03 - Week 1 - Edit Distance

3 - 1 - Defining Minimum Edit Distance (7_04).mp4	MP4	6.6 MB
3 - 1 - Defining Minimum Edit Distance (7_04).srt	SRT	8.75 KB
3 - 1 - Defining Minimum Edit Distance (7_04).txt	TXT	6.02 KB
3 - 2 - Computing Minimum Edit Distance (5_54).mp4	MP4	5.38 MB
3 - 2 - Computing Minimum Edit Distance (5_54).srt	SRT	6.69 KB
3 - 2 - Computing Minimum Edit Distance (5_54).txt	TXT	4.6 KB
3 - 3 - Backtrace for Computing Alignments (5_55).mp4	MP4	5.53 MB
3 - 3 - Backtrace for Computing Alignments (5_55).srt	SRT	7.02 KB
3 - 3 - Backtrace for Computing Alignments (5_55).txt	TXT	4.83 KB
3 - 4 - Weighted Minimum Edit Distance (2_47).mp4	MP4	2.83 MB
3 - 4 - Weighted Minimum Edit Distance (2_47).srt	SRT	3.76 KB
3 - 4 - Weighted Minimum Edit Distance (2_47).txt	TXT	2.58 KB
3 - 5 - Minimum Edit Distance in Computational Biology (9_29).mp4	MP4	8.95 MB
3 - 5 - Minimum Edit Distance in Computational Biology (9_29).srt	SRT	11.05 KB
3 - 5 - Minimum Edit Distance in Computational Biology (9_29).txt	TXT	7.59 KB
slides_01-03-backtrace.pdf	PDF	711.64 KB
slides_01-03-backtrace.pptx	PPTX	769.37 KB
slides_01-03-combio.pdf	PDF	672.97 KB
slides_01-03-combio.pptx	PPTX	698.09 KB
slides_01-03-computingmineditdistance.pdf	PDF	610.52 KB
slides_01-03-computingmineditdistance.pptx	PPTX	693.61 KB
slides_01-03-defineMinEdit.pdf	PDF	646.84 KB
slides_01-03-defineMinEdit.pptx	PPTX	699.37 KB
slides_01-03-weighted.pdf	PDF	916.21 KB
slides_01-03-weighted.pptx	PPTX	922.74 KB

04 - Week 2 - Language Modeling

4 - 1 - Introduction to N-grams (8_41).mp4	MP4	7.64 MB
4 - 1 - Introduction to N-grams (8_41).srt	SRT	12 KB
4 - 1 - Introduction to N-grams (8_41).txt	TXT	8.25 KB
4 - 2 - Estimating N-gram Probabilities (9_38).mp4	MP4	9.48 MB
4 - 2 - Estimating N-gram Probabilities (9_38).srt	SRT	11.72 KB
4 - 2 - Estimating N-gram Probabilities (9_38).txt	TXT	8.08 KB
4 - 3 - Evaluation and Perplexity (11_09).mp4	MP4	9.6 MB
4 - 3 - Evaluation and Perplexity (11_09).srt	SRT	15.16 KB
4 - 3 - Evaluation and Perplexity (11_09).txt	TXT	10.37 KB
4 - 4 - Generalization and Zeros (5_15).mp4	MP4	4.67 MB
4 - 4 - Generalization and Zeros (5_15).srt	SRT	7.05 KB
4 - 4 - Generalization and Zeros (5_15).txt	TXT	4.85 KB
4 - 5 - Smoothing_ Add-One (6_30).mp4	MP4	6.04 MB
4 - 5 - Smoothing_ Add-One (6_30).srt	SRT	8.03 KB
4 - 5 - Smoothing_ Add-One (6_30).txt	TXT	5.51 KB
4 - 6 - Interpolation (10_25).mp4	MP4	9.38 MB
4 - 6 - Interpolation (10_25).srt	SRT	13.64 KB
4 - 6 - Interpolation (10_25).txt	TXT	9.37 KB
4 - 7 - Good-Turing Smoothing (15_35).mp4	MP4	13.44 MB
4 - 7 - Good-Turing Smoothing (15_35).srt	SRT	19.91 KB
4 - 7 - Good-Turing Smoothing (15_35).txt	TXT	13.67 KB
4 - 8 - Kneser-Ney Smoothing (8_59).mp4	MP4	8.44 MB
4 - 8 - Kneser-Ney Smoothing (8_59).srt	SRT	13.08 KB
4 - 8 - Kneser-Ney Smoothing (8_59).txt	TXT	8.77 KB
slides_02-01-EvalandPerplex.pdf	PDF	619.52 KB
slides_02-01-EvalandPerplex.pptx	PPTX	674.09 KB
slides_02-01-advGoodTuringSmooth.pdf	PDF	775.79 KB
slides_02-01-advGoodTuringSmooth.pptx	PPTX	973.11 KB
slides_02-01-advKnesNeySmooth.pdf	PDF	817.18 KB
slides_02-01-advKnesNeySmooth.pptx	PPTX	1.14 MB
slides_02-01-estimNgramProbs.pdf	PDF	810.52 KB
slides_02-01-estimNgramProbs.pptx	PPTX	942.46 KB
slides_02-01-generalization.pdf	PDF	830.52 KB
slides_02-01-generalization.pptx	PPTX	850.45 KB
slides_02-01-interpBackoff.pdf	PDF	739.46 KB
slides_02-01-interpBackoff.pptx	PPTX	868.84 KB
slides_02-01-ngramIntro.pdf	PDF	748.59 KB
slides_02-01-ngramIntro.pptx	PPTX	851.46 KB
slides_02-01-smoothingAddone.pdf	PDF	840.63 KB
slides_02-01-smoothingAddone.pptx	PPTX	900.04 KB

05 - Week 2 - Spelling Correction

5 - 1 - The Spelling Correction Task (5_39).mp4	MP4	4.84 MB
5 - 1 - The Spelling Correction Task (5_39).srt	SRT	7.82 KB
5 - 1 - The Spelling Correction Task (5_39).txt	TXT	5.38 KB
5 - 2 - The Noisy Channel Model of Spelling (19_30).mp4	MP4	17.79 MB
5 - 2 - The Noisy Channel Model of Spelling (19_30).srt	SRT	30.83 KB
5 - 2 - The Noisy Channel Model of Spelling (19_30).txt	TXT	17.39 KB
5 - 3 - Real-Word Spelling Correction (9_19).mp4	MP4	8.56 MB
5 - 3 - Real-Word Spelling Correction (9_19).srt	SRT	11.78 KB
5 - 3 - Real-Word Spelling Correction (9_19).txt	TXT	8.11 KB
5 - 4 - State of the Art Systems (7_10).mp4	MP4	6.61 MB
5 - 4 - State of the Art Systems (7_10).srt	SRT	10.01 KB
5 - 4 - State of the Art Systems (7_10).txt	TXT	6.87 KB
slides_02-02-StateoftheArtSystems.pdf	PDF	576.13 KB
slides_02-02-StateoftheArtSystems.pptx	PPTX	837.72 KB
slides_02-02-noisychannel.pdf	PDF	1.06 MB
slides_02-02-noisychannel.pptx	PPTX	1020.6 KB
slides_02-02-realWorldSpellCorrect.pdf	PDF	785.46 KB
slides_02-02-realWorldSpellCorrect.pptx	PPTX	818.03 KB
slides_02-02-spellCorrectionTask.pdf	PDF	753.81 KB
slides_02-02-spellCorrectionTask.pptx	PPTX	918.35 KB

06 - Week 3 - Text Classification

6 - 1 - What is Text Classification_ (8_12).mp4	MP4	7.7 MB
6 - 1 - What is Text Classification_ (8_12).srt	SRT	10.25 KB
6 - 1 - What is Text Classification_ (8_12).txt	TXT	7.05 KB
6 - 2 - Naive Bayes (3_19).mp4	MP4	3.25 MB
6 - 2 - Naive Bayes (3_19).srt	SRT	4.49 KB
6 - 2 - Naive Bayes (3_19).txt	TXT	3.09 KB
6 - 3 - Formalizing the Naive Bayes Classifier (9_28).mp4	MP4	8.19 MB
6 - 3 - Formalizing the Naive Bayes Classifier (9_28).srt	SRT	11.73 KB
6 - 3 - Formalizing the Naive Bayes Classifier (9_28).txt	TXT	8.05 KB
6 - 4 - Naive Bayes_ Learning (5_22).mp4	MP4	6.18 MB
6 - 4 - Naive Bayes_ Learning (5_22).srt	SRT	7.88 KB
6 - 4 - Naive Bayes_ Learning (5_22).txt	TXT	4.78 KB
6 - 5 - Naive Bayes_ Relationship to Language Modeling (4_35).mp4	MP4	4.09 MB
6 - 5 - Naive Bayes_ Relationship to Language Modeling (4_35).srt	SRT	5.93 KB
6 - 5 - Naive Bayes_ Relationship to Language Modeling (4_35).txt	TXT	4.06 KB
6 - 6 - Multinomial Naive Bayes_ A Worked Example (8_58).mp4	MP4	11.38 MB
6 - 6 - Multinomial Naive Bayes_ A Worked Example (8_58).srt	SRT	10.4 KB
6 - 6 - Multinomial Naive Bayes_ A Worked Example (8_58).txt	TXT	7.16 KB
6 - 7 - Precision, Recall, and the F measure (16_16).mp4	MP4	15.72 MB
6 - 7 - Precision, Recall, and the F measure (16_16).srt	SRT	18.04 KB
6 - 7 - Precision, Recall, and the F measure (16_16).txt	TXT	12.36 KB
6 - 8 - Text Classification_ Evaluation (7_17).mp4	MP4	11.54 MB
6 - 8 - Text Classification_ Evaluation (7_17).srt	SRT	10.96 KB
6 - 8 - Text Classification_ Evaluation (7_17).txt	TXT	7.43 KB
6 - 9 - Practical Issues in Text Classification (5_56).mp4	MP4	6.56 MB
6 - 9 - Practical Issues in Text Classification (5_56).srt	SRT	8.51 KB
6 - 9 - Practical Issues in Text Classification (5_56).txt	TXT	5.85 KB
slides_03-01-FormalizingNB.pdf	PDF	1.01 MB
slides_03-01-FormalizingNB.pptx	PPTX	1.09 MB
slides_03-01-MultinomNBexample.pdf	PDF	632.86 KB
slides_03-01-MultinomNBexample.pptx	PPTX	707.01 KB
slides_03-01-NBLearning.pdf	PDF	814.69 KB
slides_03-01-NBLearning.pptx	PPTX	1.13 MB
slides_03-01-NBRelationLM.pdf	PDF	628.23 KB
slides_03-01-NBRelationLM.pptx	PPTX	641.56 KB
slides_03-01-NaiveBayes.pdf	PDF	663.55 KB
slides_03-01-NaiveBayes.pptx	PPTX	654 KB
slides_03-01-precisionRecallFmeasure.pdf	PDF	623.25 KB
slides_03-01-precisionRecallFmeasure.pptx	PPTX	662.92 KB
slides_03-01-taskTextClass.pdf	PDF	781.61 KB
slides_03-01-taskTextClass.pptx	PPTX	895.96 KB
slides_03-01-textClassEval.pdf	PDF	691.65 KB
slides_03-01-textClassEval.pptx	PPTX	703.21 KB
slides_03-01-textClassPractical.pdf	PDF	673.85 KB
slides_03-01-textClassPractical.pptx	PPTX	748.5 KB

07 - Week 3 - Sentiment Analysis

7 - 1 - What is Sentiment Analysis_ (7_17).mp4	MP4	9.56 MB
7 - 1 - What is Sentiment Analysis_ (7_17).srt	SRT	9.26 KB
7 - 1 - What is Sentiment Analysis_ (7_17).txt	TXT	6.38 KB
7 - 2 - Sentiment Analysis_ A baseline algorithm (13_27).mp4	MP4	13.18 MB
7 - 2 - Sentiment Analysis_ A baseline algorithm (13_27).srt	SRT	18.07 KB
7 - 2 - Sentiment Analysis_ A baseline algorithm (13_27).txt	TXT	12.35 KB
7 - 3 - Sentiment Lexicons (8_37).mp4	MP4	10.58 MB
7 - 3 - Sentiment Lexicons (8_37).srt	SRT	10.91 KB
7 - 3 - Sentiment Lexicons (8_37).txt	TXT	7.52 KB
7 - 4 - Learning Sentiment Lexicons (14_45).mp4	MP4	18.65 MB
7 - 4 - Learning Sentiment Lexicons (14_45).srt	SRT	19.94 KB
7 - 4 - Learning Sentiment Lexicons (14_45).txt	TXT	13.63 KB
7 - 5 - Other Sentiment Tasks (11_01).mp4	MP4	14.53 MB
7 - 5 - Other Sentiment Tasks (11_01).srt	SRT	14.62 KB
7 - 5 - Other Sentiment Tasks (11_01).txt	TXT	10.02 KB
slides_03-02-LearningSALexicons.pdf	PDF	825.67 KB
slides_03-02-LearningSALexicons.pptx	PPTX	1.17 MB
slides_03-02-OtherSentimentTasks.pdf	PDF	652.26 KB
slides_03-02-OtherSentimentTasks.pptx	PPTX	647.92 KB
slides_03-02-SentimentLexicons.pdf	PDF	756.38 KB
slides_03-02-SentimentLexicons.pptx	PPTX	779.63 KB
slides_03-02-WhatIsSentiment.pdf	PDF	1.18 MB
slides_03-02-WhatIsSentiment.pptx	PPTX	1.62 MB
slides_03-02-baselineSA.pdf	PDF	764.68 KB
slides_03-02-baselineSA.pptx	PPTX	859.72 KB

08 - Week 4 - Discriminative classifiers Maximum Entropy classifiers

8 - 1 - Generative vs. Discriminative Models (7_49).mp4	MP4	7.92 MB
8 - 1 - Generative vs. Discriminative Models (7_49).srt	SRT	9.85 KB
8 - 1 - Generative vs. Discriminative Models (7_49).txt	TXT	6.75 KB
8 - 2 - Making features from text for discriminative NLP models (18_11).mp4	MP4	16.66 MB
8 - 2 - Making features from text for discriminative NLP models (18_11).srt	SRT	21.84 KB
8 - 2 - Making features from text for discriminative NLP models (18_11).txt	TXT	14.94 KB
8 - 3 - Feature-Based Linear Classifiers (13_34).mp4	MP4	13.46 MB
8 - 3 - Feature-Based Linear Classifiers (13_34).srt	SRT	15.62 KB
8 - 3 - Feature-Based Linear Classifiers (13_34).txt	TXT	10.71 KB
8 - 4 - Building a Maxent Model_ The Nuts and Bolts (8_04).mp4	MP4	7.8 MB
8 - 4 - Building a Maxent Model_ The Nuts and Bolts (8_04).srt	SRT	9.5 KB
8 - 4 - Building a Maxent Model_ The Nuts and Bolts (8_04).txt	TXT	6.48 KB
8 - 5 - Generative vs. Discriminative models_ The problem of overcounting evidence (12_15).mp4	MP4	12.22 MB
8 - 5 - Generative vs. Discriminative models_ The problem of overcounting evidence (12_15).srt	SRT	14.3 KB
8 - 5 - Generative vs. Discriminative models_ The problem of overcounting evidence (12_15).txt	TXT	9.8 KB
8 - 6 - Maximizing the Likelihood (10_29).mp4	MP4	9.83 MB
8 - 6 - Maximizing the Likelihood (10_29).srt	SRT	12.53 KB
8 - 6 - Maximizing the Likelihood (10_29).txt	TXT	8.59 KB
slides_04-01-Building_a_Maxent_Model.pdf	PDF	636.27 KB
slides_04-01-Building_a_Maxent_Model.pptx	PPTX	596.17 KB
slides_04-01-Discriminative_Model_Features.pdf	PDF	730.66 KB
slides_04-01-Discriminative_Model_Features.pptx	PPTX	679.35 KB
slides_04-01-Feature-based_Linear_Classifiers.pdf	PDF	786.01 KB
slides_04-01-Feature-based_Linear_Classifiers.pptx	PPTX	755.09 KB
slides_04-01-Generative_vs._Discriminative_Models-The_Problem_of_Overcounting_Evidence.pdf	PDF	592.49 KB
slides_04-01-Generative_vs._Discriminative_Models-The_Problem_of_Overcounting_Evidence.pptx	PPTX	618.49 KB
slides_04-01-Generative_vs_Distriminative_Models.pdf	PDF	621.01 KB
slides_04-01-Generative_vs_Distriminative_Models.pptx	PPTX	608.59 KB
slides_04-01-Maximizing_the_Likelihood.pdf	PDF	1.48 MB
slides_04-01-Maximizing_the_Likelihood.pptx	PPTX	1.46 MB

09 - Week 4 - Named entity recognition and Maximum Entropy Sequence Models

9 - 1 - Introduction to Information Extraction (9_18).mp4	MP4	9.39 MB
9 - 1 - Introduction to Information Extraction (9_18).srt	SRT	11.62 KB
9 - 1 - Introduction to Information Extraction (9_18).txt	TXT	7.98 KB
9 - 2 - Evaluation of Named Entity Recognition (6_34).mp4	MP4	6.75 MB
9 - 2 - Evaluation of Named Entity Recognition (6_34).srt	SRT	7.56 KB
9 - 2 - Evaluation of Named Entity Recognition (6_34).txt	TXT	5.19 KB
9 - 3 - Sequence Models for Named Entity Recognition (15_05).mp4	MP4	14.15 MB
9 - 3 - Sequence Models for Named Entity Recognition (15_05).srt	SRT	17.98 KB
9 - 3 - Sequence Models for Named Entity Recognition (15_05).txt	TXT	12.3 KB
9 - 4 - Maximum Entropy Sequence Models (13_01).mp4	MP4	13.3 MB
9 - 4 - Maximum Entropy Sequence Models (13_01).srt	SRT	16.68 KB
9 - 4 - Maximum Entropy Sequence Models (13_01).txt	TXT	11.44 KB
slides_04-02-Evaluation_of_Named_Entity_Recognition-v2.pdf	PDF	570.05 KB
slides_04-02-Evaluation_of_Named_Entity_Recognition-v2.pptx	PPTX	597.93 KB
slides_04-02-Introducing_the_Tasks-v2.pdf	PDF	663.31 KB
slides_04-02-Introducing_the_Tasks-v2.pptx	PPTX	729.41 KB
slides_04-02-Maximum_Entropy_Sequence_Models-v2.pdf	PDF	717.76 KB
slides_04-02-Maximum_Entropy_Sequence_Models-v2.pptx	PPTX	705.94 KB
slides_04-02-Sequence_Models_for_Named_Entity_Recognition.pdf	PDF	738.78 KB
slides_04-02-Sequence_Models_for_Named_Entity_Recognition.pptx	PPTX	709.98 KB

10 - Week 4 - Relation Extraction

10 - 1 - What is Relation Extraction_ (9_47).mp4	MP4	10.19 MB
10 - 1 - What is Relation Extraction_ (9_47).srt	SRT	13.44 KB
10 - 1 - What is Relation Extraction_ (9_47).txt	TXT	9.21 KB
10 - 2 - Using Patterns to Extract Relations (6_17).mp4	MP4	6.08 MB
10 - 2 - Using Patterns to Extract Relations (6_17).srt	SRT	8.96 KB
10 - 2 - Using Patterns to Extract Relations (6_17).txt	TXT	6.16 KB
10 - 3 - Supervised Relation Extraction (10_51).mp4	MP4	10.31 MB
10 - 3 - Supervised Relation Extraction (10_51).srt	SRT	16.21 KB
10 - 3 - Supervised Relation Extraction (10_51).txt	TXT	11.12 KB
10 - 4 - Semi-Supervised and Unsupervised Relation Extraction (9_53).mp4	MP4	10.06 MB
10 - 4 - Semi-Supervised and Unsupervised Relation Extraction (9_53).srt	SRT	14.43 KB
10 - 4 - Semi-Supervised and Unsupervised Relation Extraction (9_53).txt	TXT	9.9 KB
slides_06-06-What-Is-Relation-Extraction-.pptx	PPTX	1.3 MB
slides_06-06-What-Is-Relation-Extraction-v2.pdf	PDF	1.11 MB
slides_06-07-Using-Patterns-To-Extract-Relations-v2.pdf	PDF	3.02 MB
slides_06-07-Using-Patterns-To-Extract-Relations.pptx	PPTX	745.76 KB
slides_06-08-Supervised-Relation-Extraction-v2.pdf	PDF	3.91 MB
slides_06-08-Supervised-Relation-Extraction.pptx	PPTX	891.77 KB
slides_06-09-Semi-Supervised-and-Unsupervised-Relation-Extraction-v2.pdf	PDF	3.3 MB
slides_06-09-Semi-Supervised-and-Unsupervised-Relation-Extraction.pptx	PPTX	700.12 KB

11 - Week 5 - Advanced Maximum Entropy Models

11 - 1 - The Maximum Entropy Model Presentation (12_14).mp4	MP4	17.28 MB
11 - 1 - The Maximum Entropy Model Presentation (12_14).srt	SRT	15.06 KB
11 - 1 - The Maximum Entropy Model Presentation (12_14).txt	TXT	10.27 KB
11 - 2 - Feature Overlap_Feature Interaction (12_51).mp4	MP4	12.63 MB
11 - 2 - Feature Overlap_Feature Interaction (12_51).srt	SRT	16.23 KB
11 - 2 - Feature Overlap_Feature Interaction (12_51).txt	TXT	11.14 KB
11 - 3 - Conditional Maxent Models for Classification (4_11).mp4	MP4	4.79 MB
11 - 3 - Conditional Maxent Models for Classification (4_11).srt	SRT	4.99 KB
11 - 3 - Conditional Maxent Models for Classification (4_11).txt	TXT	3.41 KB
11 - 4 - Smoothing_Regularization_Priors for Maxent Models (29_24).mp4	MP4	28.8 MB
11 - 4 - Smoothing_Regularization_Priors for Maxent Models (29_24).srt	SRT	36.6 KB
11 - 4 - Smoothing_Regularization_Priors for Maxent Models (29_24).txt	TXT	25.02 KB
slides_05-01-Maxent_Model_Formulation.pdf	PDF	1.06 MB
slides_05-01-Maxent_Model_Formulation.pptx	PPTX	1.1 MB
slides_05-02-Maxent_Feature_Overlap.pdf	PDF	612.63 KB
slides_05-02-Maxent_Feature_Overlap.pptx	PPTX	643.79 KB
slides_05-03-Maxent_Classification.pdf	PDF	742.31 KB
slides_05-03-Maxent_Classification.pptx	PPTX	751.63 KB
slides_05-04-Maxent_Smoothing.pdf	PDF	1.15 MB
slides_05-04-Maxent_Smoothing.pptx	PPTX	1.22 MB

12 - Week 5 - POS Tagging

12 - 1 - An Intro to Parts of Speech and POS Tagging (13_19).mp4	MP4	11.88 MB
12 - 1 - An Intro to Parts of Speech and POS Tagging (13_19).srt	SRT	17.46 KB
12 - 1 - An Intro to Parts of Speech and POS Tagging (13_19).txt	TXT	11.97 KB
12 - 2 - Some Methods and Results on Sequence Models for POS Tagging (13_04).mp4	MP4	12.82 MB
12 - 2 - Some Methods and Results on Sequence Models for POS Tagging (13_04).srt	SRT	16.85 KB
12 - 2 - Some Methods and Results on Sequence Models for POS Tagging (13_04).txt	TXT	11.58 KB
13 - 3 - The Exponential Problem in Parsing (14_30).mp4	MP4	14.87 MB
slides_05-05-PosTagging_Intro.pdf	PDF	650.35 KB
slides_05-05-PosTagging_Intro.pptx	PPTX	619.27 KB
slides_05-06-PosTagging_Models.pdf	PDF	652.7 KB
slides_05-06-PosTagging_Models.pptx	PPTX	610.52 KB

13 - Week 5 - Parsing Introduction

13 - 1 - Syntactic Structure_ Constituency vs Dependency (8_46).mp4	MP4	8.96 MB
13 - 1 - Syntactic Structure_ Constituency vs Dependency (8_46).srt	SRT	10.58 KB
13 - 1 - Syntactic Structure_ Constituency vs Dependency (8_46).txt	TXT	7.26 KB
13 - 2 - Empirical_Data-Driven Approach to Parsing (7_11).mp4	MP4	7.24 MB
13 - 2 - Empirical_Data-Driven Approach to Parsing (7_11).srt	SRT	9.2 KB
13 - 2 - Empirical_Data-Driven Approach to Parsing (7_11).txt	TXT	6.32 KB
13 - 3 - The Exponential Problem in Parsing (14_30).mp4	MP4	14.87 MB
13 - 3 - The Exponential Problem in Parsing (14_30).srt	SRT	16.88 KB
13 - 3 - The Exponential Problem in Parsing (14_30).txt	TXT	11.57 KB
slides_Parsing-01-Constituency-Dependency.pdf	PDF	730.87 KB
slides_Parsing-01-Constituency-Dependency.pptx	PPTX	694.68 KB
slides_Parsing-02-Why-Empirical.pdf	PDF	607.93 KB
slides_Parsing-02-Why-Empirical.pptx	PPTX	644.63 KB
slides_Parsing-03-Exponential-Problems.pdf	PDF	726.17 KB
slides_Parsing-03-Exponential-Problems.pptx	PPTX	775.77 KB

14 - Week 5 - Instructor Chat

14 - 1 - Instructor Chat (9_02).mp4

MP4

23.78 MB

15 - Week 6 - Probabilistic Parsing

15 - 1 - CFGs and PCFGs (15_29).mp4	MP4	16.65 MB
15 - 1 - CFGs and PCFGs (15_29).srt	SRT	18.24 KB
15 - 1 - CFGs and PCFGs (15_29).txt	TXT	12.48 KB
15 - 2 - Grammar Transforms (12_05).mp4	MP4	12.05 MB
15 - 2 - Grammar Transforms (12_05).srt	SRT	15.22 KB
15 - 2 - Grammar Transforms (12_05).txt	TXT	10.47 KB
15 - 3 - CKY Parsing (23_25).mp4	MP4	26.18 MB
15 - 3 - CKY Parsing (23_25).srt	SRT	25.8 KB
15 - 3 - CKY Parsing (23_25).txt	TXT	17.56 KB
15 - 4 - CKY Example (21_52).mp4	MP4	23.44 MB
15 - 4 - CKY Example (21_52).srt	SRT	23.22 KB
15 - 4 - CKY Example (21_52).txt	TXT	15.9 KB
15 - 5 - Constituency Parser Evaluation (9_45).mp4	MP4	10.66 MB
15 - 5 - Constituency Parser Evaluation (9_45).srt	SRT	11.79 KB
15 - 5 - Constituency Parser Evaluation (9_45).txt	TXT	8.11 KB
slides_Parsing-04-CFG-PCFG.pdf	PDF	803.16 KB
slides_Parsing-04-CFG-PCFG.pptx	PPTX	894.21 KB
slides_Parsing-05-Grammar-Transforms.pdf	PDF	724.83 KB
slides_Parsing-05-Grammar-Transforms.pptx	PPTX	733.76 KB
slides_Parsing-06-CKY-introduction.pdf	PDF	652.45 KB
slides_Parsing-06-CKY-introduction.pptx	PPTX	632.11 KB
slides_Parsing-07-CKY-example.pdf	PDF	626.79 KB
slides_Parsing-07-CKY-example.pptx	PPTX	677.64 KB
slides_Parsing-08-Constituency-Evaluation.pdf	PDF	686.36 KB
slides_Parsing-08-Constituency-Evaluation.pptx	PPTX	725.48 KB

16 - Week 6 - Lexicalized Parsing

16 - 1 - Lexicalization of PCFGs (7_03).mp4	MP4	7.12 MB
16 - 1 - Lexicalization of PCFGs (7_03).srt	SRT	8.16 KB
16 - 1 - Lexicalization of PCFGs (7_03).txt	TXT	5.6 KB
16 - 2 - Charniak's Model (18_23).mp4	MP4	18.96 MB
16 - 2 - Charniak's Model (18_23).srt	SRT	22 KB
16 - 2 - Charniak's Model (18_23).txt	TXT	15.06 KB
16 - 3 - PCFG Independence Assumptions (9_44).mp4	MP4	9.83 MB
16 - 3 - PCFG Independence Assumptions (9_44).srt	SRT	11.53 KB
16 - 3 - PCFG Independence Assumptions (9_44).txt	TXT	7.88 KB
16 - 4 - The Return of Unlexicalized PCFGs (20_53).mp4	MP4	21.22 MB
16 - 4 - The Return of Unlexicalized PCFGs (20_53).srt	SRT	23.98 KB
16 - 4 - The Return of Unlexicalized PCFGs (20_53).txt	TXT	16.37 KB
16 - 5 - Latent Variable PCFGs (12_07).mp4	MP4	12.55 MB
16 - 5 - Latent Variable PCFGs (12_07).srt	SRT	14.61 KB
16 - 5 - Latent Variable PCFGs (12_07).txt	TXT	10 KB
slides_Parsing-09-LPCFGs-Intro.pdf	PDF	652.4 KB
slides_Parsing-09-LPCFGs-Intro.pptx	PPTX	830.85 KB
slides_Parsing-10-LPCFGs-Charniak-Model.pdf	PDF	828.97 KB
slides_Parsing-10-LPCFGs-Charniak-Model.pptx	PPTX	1005.29 KB
slides_Parsing-11-PCFGs-Independence.pdf	PDF	675.13 KB
slides_Parsing-11-PCFGs-Independence.pptx	PPTX	903.86 KB
slides_Parsing-12-PCFGs-Unlexicalized-Return.pdf	PDF	854.9 KB
slides_Parsing-12-PCFGs-Unlexicalized-Return.pptx	PPTX	1.31 MB
slides_Parsing-13-PCFGs-Latent-Vars.pdf	PDF	867.04 KB
slides_Parsing-13-PCFGs-Latent-Vars.pptx	PPTX	869.24 KB

17 - Week 6 - Dependency Parsing (Optional)

17 - 1 - Dependency Parsing Introduction (10_25).mp4	MP4	11.15 MB
17 - 1 - Dependency Parsing Introduction (10_25).srt	SRT	12.8 KB
17 - 1 - Dependency Parsing Introduction (10_25).txt	TXT	8.75 KB
17 - 2 - Greedy Transition-Based Parsing (31_05).mp4	MP4	31.36 MB
17 - 2 - Greedy Transition-Based Parsing (31_05).srt	SRT	37.5 KB
17 - 2 - Greedy Transition-Based Parsing (31_05).txt	TXT	25.59 KB
17 - 3 - Dependencies Encode Relational Structure (7_20).mp4	MP4	7.24 MB
17 - 3 - Dependencies Encode Relational Structure (7_20).srt	SRT	9.08 KB
17 - 3 - Dependencies Encode Relational Structure (7_20).txt	TXT	5.92 KB
slides_Parsing-14-Dependency-Intro.pdf	PDF	669.82 KB
slides_Parsing-14-Dependency-Intro.pptx	PPTX	793.9 KB
slides_Parsing-15-Dependency-Transition-Based.pdf	PDF	687.52 KB
slides_Parsing-15-Dependency-Transition-Based.pptx	PPTX	766.06 KB
slides_Parsing-16-Stanford-Dependencies.pdf	PDF	727.85 KB
slides_Parsing-16-Stanford-Dependencies.pptx	PPTX	814.83 KB

18 - Week 7 - Information Retrieval

18 - 1 - Introduction to Information Retrieval (9_16).mp4	MP4	9.06 MB
18 - 1 - Introduction to Information Retrieval (9_16).srt	SRT	12.08 KB
18 - 1 - Introduction to Information Retrieval (9_16).txt	TXT	8.26 KB
18 - 2 - Term-Document Incidence Matrices (8_59).mp4	MP4	9.02 MB
18 - 2 - Term-Document Incidence Matrices (8_59).srt	SRT	10.72 KB
18 - 2 - Term-Document Incidence Matrices (8_59).txt	TXT	7.34 KB
18 - 3 - The Inverted Index (10_42).mp4	MP4	10.71 MB
18 - 3 - The Inverted Index (10_42).srt	SRT	13.12 KB
18 - 3 - The Inverted Index (10_42).txt	TXT	9 KB
18 - 4 - Query Processing with the Inverted Index (6_43).mp4	MP4	6.74 MB
18 - 4 - Query Processing with the Inverted Index (6_43).srt	SRT	7.3 KB
18 - 4 - Query Processing with the Inverted Index (6_43).txt	TXT	5.03 KB
18 - 5 - Phrase Queries and Positional Indexes (19_45).mp4	MP4	20.6 MB
18 - 5 - Phrase Queries and Positional Indexes (19_45).srt	SRT	23.07 KB
18 - 5 - Phrase Queries and Positional Indexes (19_45).txt	TXT	15.94 KB
slides_05-01-01-IR-Introduction.pdf	PDF	212.52 KB
slides_05-01-01-IR-Introduction.pptx	PPTX	135.31 KB
slides_05-01-02-IR-TermDocIncidence.pdf	PDF	760.98 KB
slides_05-01-02-IR-TermDocIncidence.pptx	PPTX	690.33 KB
slides_05-01-03-IR-InvertedIndex.pdf	PDF	290.71 KB
slides_05-01-03-IR-InvertedIndex.pptx	PPTX	399.2 KB
slides_05-01-04-IR-InvIndexQueryProcessing.pdf	PDF	177.58 KB
slides_05-01-04-IR-InvIndexQueryProcessing.pptx	PPTX	159.84 KB
slides_05-01-06-IR-PhraseQueries.pdf	PDF	139.49 KB
slides_05-01-06-IR-PhraseQueries.pptx	PPTX	87.51 KB

19 - Week 7 - Ranked Information Retrieval

19 - 1 - Introducing Ranked Retrieval (4_27).mp4	MP4	4.58 MB
19 - 1 - Introducing Ranked Retrieval (4_27).srt	SRT	5.98 KB
19 - 1 - Introducing Ranked Retrieval (4_27).txt	TXT	4.12 KB
19 - 2 - Scoring with the Jaccard Coefficient (5_06).mp4	MP4	5.39 MB
19 - 2 - Scoring with the Jaccard Coefficient (5_06).srt	SRT	6.08 KB
19 - 2 - Scoring with the Jaccard Coefficient (5_06).txt	TXT	4.17 KB
19 - 3 - Term Frequency Weighting (5_59).mp4	MP4	6.36 MB
19 - 3 - Term Frequency Weighting (5_59).srt	SRT	7.37 KB
19 - 3 - Term Frequency Weighting (5_59).txt	TXT	5.06 KB
19 - 4 - Inverse Document Frequency Weighting (10_16).mp4	MP4	11.12 MB
19 - 4 - Inverse Document Frequency Weighting (10_16).srt	SRT	12.37 KB
19 - 4 - Inverse Document Frequency Weighting (10_16).txt	TXT	8.51 KB
19 - 5 - TF-IDF Weighting (3_42).mp4	MP4	4.1 MB
19 - 5 - TF-IDF Weighting (3_42).srt	SRT	4.14 KB
19 - 5 - TF-IDF Weighting (3_42).txt	TXT	2.85 KB
19 - 6 - The Vector Space Model (16_22).mp4	MP4	16.93 MB
19 - 6 - The Vector Space Model (16_22).srt	SRT	19.62 KB
19 - 6 - The Vector Space Model (16_22).txt	TXT	13.42 KB
19 - 7 - Calculating TF-IDF Cosine Scores (12_47).mp4	MP4	13.23 MB
19 - 7 - Calculating TF-IDF Cosine Scores (12_47).srt	SRT	15.44 KB
19 - 7 - Calculating TF-IDF Cosine Scores (12_47).txt	TXT	10.57 KB
19 - 8 - Evaluating Search Engines (9_02).mp4	MP4	8.82 MB
19 - 8 - Evaluating Search Engines (9_02).srt	SRT	11.21 KB
19 - 8 - Evaluating Search Engines (9_02).txt	TXT	7.71 KB
slides_05-02-01-IR-IntroRankedRetrieval.pdf	PDF	75.75 KB
slides_05-02-01-IR-IntroRankedRetrieval.pptx	PPTX	76.92 KB
slides_05-02-02-IR-JaccardCoefficient.pdf	PDF	82.3 KB
slides_05-02-02-IR-JaccardCoefficient.pptx	PPTX	66.98 KB
slides_05-02-03-IR-TermFreqWeighting.pdf	PDF	185.01 KB
slides_05-02-03-IR-TermFreqWeighting.pptx	PPTX	93.83 KB
slides_05-02-04-IR-IDFWeighting.pdf	PDF	138.04 KB
slides_05-02-04-IR-IDFWeighting.pptx	PPTX	90.79 KB
slides_05-02-05-IR-TFIDF.pdf	PDF	132.87 KB
slides_05-02-05-IR-TFIDF.pptx	PPTX	100.5 KB
slides_05-02-06-IR-VectorSpaceModel.pdf	PDF	252.5 KB
slides_05-02-06-IR-VectorSpaceModel.pptx	PPTX	200.41 KB
slides_05-02-07-IR-CosineScore.pdf	PDF	159.95 KB
slides_05-02-07-IR-CosineScore.pptx	PPTX	140.58 KB
slides_05-02-09-IR-EvalSearchEngines-abridged.pdf	PDF	90.18 KB
slides_05-02-09-IR-EvalSearchEngines-abridged.pptx	PPTX	63.03 KB

20 - Week 8.1 - Semantics

20 - 1 - Word Senses and Word Relations (11_50).mp4	MP4	14.89 MB
20 - 1 - Word Senses and Word Relations (11_50).srt	SRT	15.24 KB
20 - 1 - Word Senses and Word Relations (11_50).txt	TXT	10.37 KB
20 - 2 - WordNet and Other Online Thesauri (6_23).mp4	MP4	8.75 MB
20 - 2 - WordNet and Other Online Thesauri (6_23).srt	SRT	7.7 KB
20 - 2 - WordNet and Other Online Thesauri (6_23).txt	TXT	5.21 KB
20 - 3 - Word Similarity and Thesaurus Methods (16_17).mp4	MP4	20.24 MB
20 - 3 - Word Similarity and Thesaurus Methods (16_17).srt	SRT	22.85 KB
20 - 3 - Word Similarity and Thesaurus Methods (16_17).txt	TXT	15.54 KB
20 - 4 - Word Similarity_ Distributional Similarity I (13_14).mp4	MP4	15.03 MB
20 - 4 - Word Similarity_ Distributional Similarity I (13_14).srt	SRT	17.46 KB
20 - 4 - Word Similarity_ Distributional Similarity I (13_14).txt	TXT	11.93 KB
20 - 5 - Word Similarity_ Distributional Similarity II (8_15).mp4	MP4	9.46 MB
20 - 5 - Word Similarity_ Distributional Similarity II (8_15).srt	SRT	11.04 KB
20 - 5 - Word Similarity_ Distributional Similarity II (8_15).txt	TXT	7.58 KB
slides_07-01-Word-Senses-and-Word-Relations.pdf	PDF	630.09 KB
slides_07-01-Word-Senses-and-Word-Relations.pptx	PPTX	665.4 KB
slides_07-02-WordNet-and-Other-Online-Thesauri.pdf	PDF	1.16 MB
slides_07-02-WordNet-and-Other-Online-Thesauri.pptx	PPTX	1.46 MB
slides_07-03-Word-Similarity-Thesaurus-Methods.pdf	PDF	888.01 KB
slides_07-03-Word-Similarity-Thesaurus-Methods.pptx	PPTX	1.09 MB
slides_07-04-Word-Similarity-Distributional-Similarity-I.pdf	PDF	1.22 MB
slides_07-04-Word-Similarity-Distributional-Similarity-I.pptx	PPTX	2.2 MB
slides_07-05-Word-Similarity-Distributional-Similarity-II.pdf	PDF	770.59 KB
slides_07-05-Word-Similarity-Distributional-Similarity-II.pptx	PPTX	1.03 MB

21 - Week 8 - Question Answering

21 - 1 - What is Question Answering_ (7_28).mp4	MP4	8.89 MB
21 - 1 - What is Question Answering_ (7_28).srt	SRT	10.37 KB
21 - 1 - What is Question Answering_ (7_28).txt	TXT	7.09 KB
21 - 2 - Answer Types and Query Formulation (8_47).mp4	MP4	10.12 MB
21 - 2 - Answer Types and Query Formulation (8_47).srt	SRT	12.49 KB
21 - 2 - Answer Types and Query Formulation (8_47).txt	TXT	8.55 KB
21 - 3 - Passage Retrieval and Answer Extraction (6_38).mp4	MP4	7.68 MB
21 - 3 - Passage Retrieval and Answer Extraction (6_38).srt	SRT	9.45 KB
21 - 3 - Passage Retrieval and Answer Extraction (6_38).txt	TXT	6.5 KB
21 - 4 - Using Knowledge in QA (4_25).mp4	MP4	5.27 MB
21 - 4 - Using Knowledge in QA (4_25).srt	SRT	6.45 KB
21 - 4 - Using Knowledge in QA (4_25).txt	TXT	4.4 KB
21 - 5 - Advanced_ Answering Complex Questions (4_52).mp4	MP4	6.17 MB
21 - 5 - Advanced_ Answering Complex Questions (4_52).srt	SRT	6.86 KB
21 - 5 - Advanced_ Answering Complex Questions (4_52).txt	TXT	4.71 KB
slides_07-06-What-is-Question-Answering.pdf	PDF	956.91 KB
slides_07-06-What-is-Question-Answering.pptx	PPTX	1.15 MB
slides_07-07-Answer-Types-and-Query-Formulation.pdf	PDF	962.07 KB
slides_07-07-Answer-Types-and-Query-Formulation.pptx	PPTX	1.04 MB
slides_07-08-Passage-Retrieval-and-Answer-Extraction.pdf	PDF	722.58 KB
slides_07-08-Passage-Retrieval-and-Answer-Extraction.pptx	PPTX	821.68 KB
slides_07-09-Using-Knowledge-In-QA.pdf	PDF	666.21 KB
slides_07-09-Using-Knowledge-In-QA.pptx	PPTX	764.85 KB
slides_07-10-Advanced-Answering-Complex-Questions.pdf	PDF	710.37 KB
slides_07-10-Advanced-Answering-Complex-Questions.pptx	PPTX	819.18 KB

22 - Week 8 - Summarization

22 - 1 - Introduction to Summarization.mp4	MP4	6.02 MB
22 - 1 - Introduction to Summarization.srt	SRT	7 KB
22 - 1 - Introduction to Summarization.txt	TXT	4.77 KB
22 - 2 - Generating Snippets.mp4	MP4	9.61 MB
22 - 2 - Generating Snippets.srt	SRT	11.28 KB
22 - 2 - Generating Snippets.txt	TXT	7.75 KB
22 - 3 - Evaluating Summaries_ ROUGE.mp4	MP4	6.53 MB
22 - 3 - Evaluating Summaries_ ROUGE.srt	SRT	6.4 KB
22 - 3 - Evaluating Summaries_ ROUGE.txt	TXT	4.39 KB
22 - 4 - Summarizing Multiple Documents.mp4	MP4	13.4 MB
22 - 4 - Summarizing Multiple Documents.srt	SRT	15.93 KB
22 - 4 - Summarizing Multiple Documents.txt	TXT	10.92 KB
slides_08-Summarization-01-Intro.pdf	PDF	748.65 KB
slides_08-Summarization-01-Intro.pptx	PPTX	844.57 KB
slides_08-Summarization-02-Snippets.pdf	PDF	894.77 KB
slides_08-Summarization-02-Snippets.pptx	PPTX	1.08 MB
slides_08-Summarization-03-Evaluation.pdf	PDF	605.98 KB
slides_08-Summarization-03-Evaluation.pptx	PPTX	691.71 KB
slides_08-Summarization-04-Multiple.pdf	PDF	953.17 KB
slides_08-Summarization-04-Multiple.pptx	PPTX	1.07 MB

23 - Week 8 - Instructor Chat II

23 - 1 - Instructor Chat II (5_23).mp4	MP4	18.63 MB
23 - 1 - Instructor Chat II (5_23).srt	SRT	9.14 KB
23 - 1 - Instructor Chat II (5_23).txt	TXT	5.97 KB

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Natural Language Processing [2012, ENG]

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