| 00_01-Text_Mining_and_Analytics_00_08_15_.mp4 |
11.26MB |
| 00_01-Text_Mining_and_Analytics_00_08_15_.srt |
8.82kB |
| 00_02-Course_Prerequisites_Completion_00_09_02_.mp4 |
13.35MB |
| 00_02-Course_Prerequisites_Completion_00_09_02_.srt |
9.71kB |
| 01_01-1_1_Overview_Text_Mining_and_Analytics_Part_1_00_11_43_.mp4 |
16.72MB |
| 01_01-1_1_Overview_Text_Mining_and_Analytics_Part_1_00_11_43_.pdf |
720.57kB |
| 01_01-1_1_Overview_Text_Mining_and_Analytics_Part_1_00_11_43_.srt |
12.67kB |
| 01_02-1_2_Overview_Text_Mining_and_Analytics_Part_2_00_11_44_.mp4 |
16.45MB |
| 01_02-1_2_Overview_Text_Mining_and_Analytics_Part_2_00_11_44_.pdf |
720.57kB |
| 01_02-1_2_Overview_Text_Mining_and_Analytics_Part_2_00_11_44_.srt |
13.06kB |
| 01_03-1_3_Natural_Language_Content_Analysis_Part_1_00_12_48_.mp4 |
18.16MB |
| 01_03-1_3_Natural_Language_Content_Analysis_Part_1_00_12_48_.pdf |
653.58kB |
| 01_03-1_3_Natural_Language_Content_Analysis_Part_1_00_12_48_.srt |
14.81kB |
| 01_04-1_4_Natural_Language_Content_Analysis_Part_2_00_04_25_.mp4 |
6.53MB |
| 01_04-1_4_Natural_Language_Content_Analysis_Part_2_00_04_25_.pdf |
653.58kB |
| 01_04-1_4_Natural_Language_Content_Analysis_Part_2_00_04_25_.srt |
4.76kB |
| 01_05-1_5_Text_Representation_Part_1_00_10_46_.mp4 |
14.87MB |
| 01_05-1_5_Text_Representation_Part_1_00_10_46_.pdf |
462.99kB |
| 01_05-1_5_Text_Representation_Part_1_00_10_46_.srt |
11.87kB |
| 01_06-1_6_Text_Representation_Part_2_00_09_29_.mp4 |
14.11MB |
| 01_06-1_6_Text_Representation_Part_2_00_09_29_.pdf |
462.99kB |
| 01_06-1_6_Text_Representation_Part_2_00_09_29_.srt |
11.06kB |
| 01_07-1_7_Word_Association_Mining_and_Analysis_00_15_39_.mp4 |
22.60MB |
| 01_07-1_7_Word_Association_Mining_and_Analysis_00_15_39_.pdf |
490.53kB |
| 01_07-1_7_Word_Association_Mining_and_Analysis_00_15_39_.srt |
16.99kB |
| 01_08-1_8_Paradigmatic_Relation_Discovery_Part_1_00_14_31_.mp4 |
20.45MB |
| 01_08-1_8_Paradigmatic_Relation_Discovery_Part_1_00_14_31_.pdf |
1.24MB |
| 01_08-1_8_Paradigmatic_Relation_Discovery_Part_1_00_14_31_.srt |
16.31kB |
| 01_09-1_9_Paradigmatic_Relation_Discovery_Part_2_00_17_53_.mp4 |
24.88MB |
| 01_09-1_9_Paradigmatic_Relation_Discovery_Part_2_00_17_53_.pdf |
1.24MB |
| 01_09-1_9_Paradigmatic_Relation_Discovery_Part_2_00_17_53_.srt |
21.46kB |
| 01_10-1_10_Syntagmatic_Relation_Discovery_Entropy_00_11_00_.mp4 |
14.96MB |
| 01_10-1_10_Syntagmatic_Relation_Discovery_Entropy_00_11_00_.pdf |
460.73kB |
| 01_10-1_10_Syntagmatic_Relation_Discovery_Entropy_00_11_00_.srt |
12.53kB |
| 01_11-1_11_Syntagmatic_Relation_Discovery_Conditional_Entropy_00_11_57_.mp4 |
16.76MB |
| 01_11-1_11_Syntagmatic_Relation_Discovery_Conditional_Entropy_00_11_57_.pdf |
487.02kB |
| 01_11-1_11_Syntagmatic_Relation_Discovery_Conditional_Entropy_00_11_57_.srt |
13.65kB |
| 01_12-1_12_Syntagmatic_Relation_Discovery_Mutual_Information_Part_1_00_13_55_.mp4 |
19.87MB |
| 01_12-1_12_Syntagmatic_Relation_Discovery_Mutual_Information_Part_1_00_13_55_.srt |
16.56kB |
| 01_13-1_13_Syntagmatic_Relation_Discovery_Mutual_Information_Part_2_00_09_42_.mp4 |
14.04MB |
| 01_13-1_13_Syntagmatic_Relation_Discovery_Mutual_Information_Part_2_00_09_42_.srt |
11.81kB |
| 02_01-2_1_Topic_Mining_and_Analysis_Motivation_and_Task_Definition_00_07_36_.mp4 |
10.84MB |
| 02_01-2_1_Topic_Mining_and_Analysis_Motivation_and_Task_Definition_00_07_36_.pdf |
670.37kB |
| 02_01-2_1_Topic_Mining_and_Analysis_Motivation_and_Task_Definition_00_07_36_.srt |
9.24kB |
| 02_02-2_2_Topic_Mining_and_Analysis_Term_as_Topic_00_11_31_.mp4 |
15.97MB |
| 02_02-2_2_Topic_Mining_and_Analysis_Term_as_Topic_00_11_31_.pdf |
481.18kB |
| 02_02-2_2_Topic_Mining_and_Analysis_Term_as_Topic_00_11_31_.srt |
14.43kB |
| 02_03-2_3_Topic_Mining_and_Analysis_Probabilistic_Topic_Models_00_14_17_.mp4 |
20.06MB |
| 02_03-2_3_Topic_Mining_and_Analysis_Probabilistic_Topic_Models_00_14_17_.pdf |
659.65kB |
| 02_03-2_3_Topic_Mining_and_Analysis_Probabilistic_Topic_Models_00_14_17_.srt |
18.74kB |
| 02_04-2_4_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_1_00_10_25_.mp4 |
14.70MB |
| 02_04-2_4_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_1_00_10_25_.pdf |
753.60kB |
| 02_04-2_4_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_1_00_10_25_.srt |
12.82kB |
| 02_05-2_5_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_2_00_13_11_.mp4 |
18.42MB |
| 02_05-2_5_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_2_00_13_11_.pdf |
753.60kB |
| 02_05-2_5_Probabilistic_Topic_Models_Overview_of_Statistical_Language_Models_Part_2_00_13_11_.srt |
14.71kB |
| 02_06-2_6_Probabilistic_Topic_Models_Mining_One_Topic_00_12_21_.mp4 |
17.10MB |
| 02_06-2_6_Probabilistic_Topic_Models_Mining_One_Topic_00_12_21_.pdf |
739.29kB |
| 02_06-2_6_Probabilistic_Topic_Models_Mining_One_Topic_00_12_21_.srt |
14.07kB |
| 02_07-2_7_Probabilistic_Topic_Models_Mixture_of_Unigram_Language_Models_00_12_39_.mp4 |
17.68MB |
| 02_07-2_7_Probabilistic_Topic_Models_Mixture_of_Unigram_Language_Models_00_12_39_.pdf |
672.61kB |
| 02_07-2_7_Probabilistic_Topic_Models_Mixture_of_Unigram_Language_Models_00_12_39_.srt |
16.51kB |
| 02_08-2_8_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_1_00_10_16_.mp4 |
14.21MB |
| 02_08-2_8_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_1_00_10_16_.pdf |
951.88kB |
| 02_08-2_8_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_1_00_10_16_.srt |
12.87kB |
| 02_09-2_9_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_2_00_08_15_.mp4 |
11.94MB |
| 02_09-2_9_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_2_00_08_15_.pdf |
951.88kB |
| 02_09-2_9_Probabilistic_Topic_Models_Mixture_Model_Estimation_Part_2_00_08_15_.srt |
10.79kB |
| 02_10-2_10_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_1_00_11_05_.mp4 |
15.88MB |
| 02_10-2_10_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_1_00_11_05_.pdf |
614.95kB |
| 02_10-2_10_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_1_00_11_05_.srt |
13.31kB |
| 02_11-2_11_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_2_00_10_39_.mp4 |
15.37MB |
| 02_11-2_11_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_2_00_10_39_.pdf |
614.95kB |
| 02_11-2_11_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_2_00_10_39_.srt |
13.29kB |
| 02_12-2_12_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_3_00_06_25_.mp4 |
9.13MB |
| 02_12-2_12_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_3_00_06_25_.pdf |
614.95kB |
| 02_12-2_12_Probabilistic_Topic_Models_Expectation_Maximization_Algorithm_Part_3_00_06_25_.srt |
7.95kB |
| 02_13-2_13_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_1_00_10_38_.mp4 |
15.23MB |
| 02_13-2_13_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_1_00_10_38_.pdf |
762.62kB |
| 02_13-2_13_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_1_00_10_38_.srt |
14.60kB |
| 02_14-2_14_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_2_00_10_15_.mp4 |
14.35MB |
| 02_14-2_14_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_2_00_10_15_.pdf |
762.62kB |
| 02_14-2_14_Probabilistic_Latent_Semantic_Analysis_PLSA_Part_2_00_10_15_.srt |
12.83kB |
| 02_15-2_15_Latent_Dirichlet_Allocation_LDA_Part_1_00_10_20_.mp4 |
15.02MB |
| 02_15-2_15_Latent_Dirichlet_Allocation_LDA_Part_1_00_10_20_.pdf |
779.65kB |
| 02_15-2_15_Latent_Dirichlet_Allocation_LDA_Part_1_00_10_20_.srt |
0.08kB |
| 02_16-2_16_Latent_Dirichlet_Allocation_LDA_Part_2_00_12_03_.mp4 |
17.36MB |
| 02_16-2_16_Latent_Dirichlet_Allocation_LDA_Part_2_00_12_03_.pdf |
779.65kB |
| 03_01-3_1_Text_Clustering_Motivation_00_15_52_.mp4 |
21.65MB |
| 03_01-3_1_Text_Clustering_Motivation_00_15_52_.pdf |
520.26kB |
| 03_02-3_2_Text_Clustering_Generative_Probabilistic_Models_Part_1_00_16_18_.mp4 |
22.95MB |
| 03_02-3_2_Text_Clustering_Generative_Probabilistic_Models_Part_1_00_16_18_.pdf |
791.42kB |
| 03_03-3_3_Text_Clustering_Generative_Probabilistic_Models_Part_2_00_08_37_.mp4 |
13.14MB |
| 03_03-3_3_Text_Clustering_Generative_Probabilistic_Models_Part_2_00_08_37_.pdf |
517.88kB |
| 03_04-3_4_Text_Clustering_Generative_Probabilistic_Models_Part_3_00_14_55_.mp4 |
20.96MB |
| 03_04-3_4_Text_Clustering_Generative_Probabilistic_Models_Part_3_00_14_55_.pdf |
542.79kB |
| 03_05-3_5_Text_Clustering_Similarity_based_Approaches_00_17_48_.mp4 |
25.07MB |
| 03_05-3_5_Text_Clustering_Similarity_based_Approaches_00_17_48_.pdf |
486.58kB |
| 03_06-3_6_Text_Clustering_Evaluation_00_10_11_.mp4 |
15.23MB |
| 03_06-3_6_Text_Clustering_Evaluation_00_10_11_.pdf |
470.74kB |
| 03_07-3_7_Text_Categorization_Motivation_00_14_37_.mp4 |
21.43MB |
| 03_07-3_7_Text_Categorization_Motivation_00_14_37_.pdf |
312.39kB |
| 03_08-3_8_Text_Categorization_Methods_00_11_50_.mp4 |
17.59MB |
| 03_08-3_8_Text_Categorization_Methods_00_11_50_.pdf |
404.23kB |
| 03_09-3_9_Text_Categorization_Generative_Probabilistic_Models_00_31_18_.mp4 |
42.84MB |
| 03_09-3_9_Text_Categorization_Generative_Probabilistic_Models_00_31_18_.pdf |
452.64kB |
| 03_10-3_10_Text_Categorization_Discriminative_Classifier_Part_1_00_20_34_.mp4 |
28.33MB |
| 03_10-3_10_Text_Categorization_Discriminative_Classifier_Part_1_00_20_34_.pdf |
431.76kB |
| 03_11-3_11_Text_Categorization_Discriminative_Classifier_Part_2_00_31_46_.mp4 |
44.53MB |
| 03_11-3_11_Text_Categorization_Discriminative_Classifier_Part_2_00_31_46_.pdf |
530.70kB |
| 03_12-3_12_Text_Categorization_Evaluation_Part_1_00_14_12_.mp4 |
20.08MB |
| 03_12-3_12_Text_Categorization_Evaluation_Part_1_00_14_12_.pdf |
517.01kB |
| 03_13-3_13_Text_Categorization_Evaluation_Part_2_00_10_51_.mp4 |
15.33MB |
| 03_13-3_13_Text_Categorization_Evaluation_Part_2_00_10_51_.pdf |
580.04kB |
| 04_01-4_1_Opinion_Mining_and_Sentiment_Analysis_Motivation_00_17_51_.mp4 |
25.04MB |
| 04_01-4_1_Opinion_Mining_and_Sentiment_Analysis_Motivation_00_17_51_.pdf |
675.78kB |
| 04_01-4_1_Opinion_Mining_and_Sentiment_Analysis_Motivation_00_17_51_.srt |
22.10kB |
| 04_02-4_2_Opinion_Mining_and_Sentiment_Analysis_Sentiment_Classification_00_11_47_.mp4 |
17.26MB |
| 04_02-4_2_Opinion_Mining_and_Sentiment_Analysis_Sentiment_Classification_00_11_47_.pdf |
479.74kB |
| 04_02-4_2_Opinion_Mining_and_Sentiment_Analysis_Sentiment_Classification_00_11_47_.srt |
15.06kB |
| 04_03-4_3_Opinion_Mining_and_Sentiment_Analysis_Ordinal_Logistic_Regression_00_13_43_.mp4 |
18.72MB |
| 04_03-4_3_Opinion_Mining_and_Sentiment_Analysis_Ordinal_Logistic_Regression_00_13_43_.pdf |
488.20kB |
| 04_03-4_3_Opinion_Mining_and_Sentiment_Analysis_Ordinal_Logistic_Regression_00_13_43_.srt |
16.42kB |
| 04_04-4_4_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_1_00_15_17_.mp4 |
22.52MB |
| 04_04-4_4_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_1_00_15_17_.pdf |
780.14kB |
| 04_04-4_4_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_1_00_15_17_.srt |
18.71kB |
| 04_05-4_5_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_2_00_14_43_.mp4 |
21.44MB |
| 04_05-4_5_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_2_00_14_43_.pdf |
945.56kB |
| 04_05-4_5_Opinion_Mining_and_Sentiment_Analysis_Latent_Aspect_Rating_Analysis_Part_2_00_14_43_.srt |
19.81kB |
| 04_06-4_6_Text_Based_Prediction_00_12_08_.mp4 |
16.95MB |
| 04_06-4_6_Text_Based_Prediction_00_12_08_.pdf |
593.60kB |
| 04_06-4_6_Text_Based_Prediction_00_12_08_.srt |
15.58kB |
| 04_07-4_7_Contextual_Text_Mining_Motivation_00_06_47_.mp4 |
10.33MB |
| 04_07-4_7_Contextual_Text_Mining_Motivation_00_06_47_.pdf |
577.92kB |
| 04_07-4_7_Contextual_Text_Mining_Motivation_00_06_47_.srt |
8.75kB |
| 04_08-4_8_Contextual_Text_Mining_Contextual_Probabilistic_Latent_Semantic_Analysis_00_17_59_.mp4 |
25.87MB |
| 04_08-4_8_Contextual_Text_Mining_Contextual_Probabilistic_Latent_Semantic_Analysis_00_17_59_.pdf |
835.35kB |
| 04_08-4_8_Contextual_Text_Mining_Contextual_Probabilistic_Latent_Semantic_Analysis_00_17_59_.srt |
22.09kB |
| 04_09-4_9_Contextual_Text_Mining_Mining_Topics_with_Social_Network_Context_00_14_43_.mp4 |
20.93MB |
| 04_09-4_9_Contextual_Text_Mining_Mining_Topics_with_Social_Network_Context_00_14_43_.pdf |
599.84kB |
| 04_09-4_9_Contextual_Text_Mining_Mining_Topics_with_Social_Network_Context_00_14_43_.srt |
17.40kB |
| 04_10-4_10_Contextual_Text_Mining_Mining_Casual_Topics_with_Time_Series_Supervision_00_19_37_.mp4 |
27.05MB |
| 04_10-4_10_Contextual_Text_Mining_Mining_Casual_Topics_with_Time_Series_Supervision_00_19_37_.pdf |
773.16kB |
| 04_10-4_10_Contextual_Text_Mining_Mining_Casual_Topics_with_Time_Series_Supervision_00_19_37_.srt |
25.76kB |
| 04_11-4_11_Course_Summary_00_18_36_.mp4 |
26.52MB |
| 04_11-4_11_Course_Summary_00_18_36_.pdf |
500.97kB |
| 04_11-4_11_Course_Summary_00_18_36_.srt |
23.72kB |
| README |
0.03kB |
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