Aula #1 - Overview Text Mining and Analytics - Part 1
Aula #2 - Overview Text Mining and Analytics - Part 2
Aula #3 - Natural Language Content Analysis - Part 1
Aula #4 - Natural Language Content Analysis - Part 2
Aula #5 - Text Representation - Part 1
Aula #6 - Text Representation - Part 2
Aula #7 - Word Association Mining and Analysis
Aula #8 - Paradigmatic Relation Discovery - Part 1
Aula #9 - Paradigmatic Relation Discovery - Part 2
Aula #10 - Syntagmatic Relation Discovery Entropy
Aula #11 - Syntagmatic Relation Discovery Conditional Entropy
Aula #12 - Syntagmatic Relation Discovery Mutual Information - Part 1
Aula #13 - Syntagmatic Relation Discovery Mutual Information - Part 2
Aula #14 - Topic Mining and Analysis Motivation and Task Definition
Aula #15 - Topic Mining and Analysis Term as Topic
Aula #16 - Topic Mining and Analysis Probabilistic Topic Models
Aula #17 - Probabilistic Topic Models Overview of Statistical Language Models - Part 1
Aula #18 - Probabilistic Topic Models Overview of Statistical Language Models - Part 2
Aula #19 - Probabilistic Topic Models Mining One Topic
Aula #20 - Probabilistic Topic Models Mixture of Unigram Language Models
Aula #21 - Probabilistic Topic Models Mixture Model Estimation - Part 1
Aula #22 - Probabilistic Topic Models Mixture Model Estimation - Part 2
Aula #23 - Probabilistic Topic Models Expectation Maximization Algorithm - Part 1
Aula #24 - Probabilistic Topic Models Expectation Maximization Algorithm - Part 2
Aula #25 - Probabilistic Topic Models Expectation Maximization Algorithm - Part 3
Aula #26 - Probabilistic Latent Semantic Analysis PLSA - Part 1
Aula #27 - Probabilistic Latent Semantic Analysis PLSA - Part 2
Aula #28 - Latent Dirichlet Allocation LDA - Part 1
Aula #29 - Latent Dirichlet Allocation LDA - Part 2
Aula #30 - Text Clustering Motivation
Aula #31 - Text Clustering Generative Probabilistic Models Part 1
Aula #32 - Text Clustering Generative Probabilistic Models Part 2
Aula #33 - Text Clustering Generative Probabilistic Models Part 3
Aula #34 - Text Clustering Similarity based Approaches
Aula #35 - Text Clustering Evaluation
Aula #36 - Text Categorization Motivation
Aula #37 - Text Categorization Methods
Aula #38 - Text Categorization Generative Probabilistic Models
Aula #39 - Text Categorization Discriminative Classifier Part 1
Aula #40 - Text Categorization Discriminative Classifier Part 2
Aula #41 - Text Categorization Evaluation Part 1
Aula #42 - Text Categorization Evaluation Part 2
Aula #43 - Opinion Mining and Sentiment Analysis Motivation
Aula #44 - Opinion Mining and Sentiment Analysis Sentiment Classification
Aula #45 - Opinion Mining and Sentiment Analysis Ordinal Logistic Regression
Aula #46 - Opinion Mining and Sentiment Analysis Latent Aspect Rating Analysis Part 1
Aula #47 - Opinion Mining and Sentiment Analysis Latent Aspect Rating Analysis Part 2
Aula #48 - Text Based Prediction
Aula #49 - Contextual Text Mining Motivation
Aula #50 - Contextual Text Mining Contextual Probabilistic Latent Semantic Analysis
Aula #51 - Contextual Text Mining Mining Topics with Social Network Context
Aula #52 - Contextual Text Mining Mining Casual Topics with Time Series Supervision
Aula #53 - Course Summary