├── README.md ├── exploration ├── Chapter 1. Prerequisites.ipynb ├── Chapter 2. What's in a Word?.ipynb ├── Chapter 3. Regular Expressions.ipynb ├── Chapter 4. Pointwise Mutual Information.ipynb ├── Chapter 5. Representing Text.ipynb ├── Chapter 6. Matrix Factorization.ipynb ├── Chapter 7. Clustering.ipynb ├── Chapter 8. Language Models.ipynb └── Chapter 9. Topic Models.ipynb └── prediction ├── Chapter 02. Classification.ipynb ├── Chapter 03. Text as Input.ipynb ├── Chapter 04. Labels.ipynb ├── Chapter 05. Train-Dev-Test.ipynb ├── Chapter 06. Performance Metrics.ipynb ├── Chapter 07. Comparison and Significance Testing.ipynb ├── Chapter 08. Overfitting and Regularization.ipynb ├── Chapter 09. Model Selection and Other Classifiers.ipynb ├── Chapter 11. Feature Selection.ipynb ├── Chapter 12. Structured Prediction.ipynb ├── Chapter 13. Background of Neural Networks.ipynb └── Chapter 14. Neural Architectures and Models.ipynb /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/README.md -------------------------------------------------------------------------------- /exploration/Chapter 1. Prerequisites.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 1. Prerequisites.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 2. What's in a Word?.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 2. What's in a Word?.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 3. Regular Expressions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 3. Regular Expressions.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 4. Pointwise Mutual Information.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 4. Pointwise Mutual Information.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 5. Representing Text.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 5. Representing Text.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 6. Matrix Factorization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 6. Matrix Factorization.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 7. Clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 7. Clustering.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 8. Language Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 8. Language Models.ipynb -------------------------------------------------------------------------------- /exploration/Chapter 9. Topic Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/exploration/Chapter 9. Topic Models.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 02. Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 02. Classification.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 03. Text as Input.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 03. Text as Input.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 04. Labels.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 04. Labels.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 05. Train-Dev-Test.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 05. Train-Dev-Test.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 06. Performance Metrics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 06. Performance Metrics.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 07. Comparison and Significance Testing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 07. Comparison and Significance Testing.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 08. Overfitting and Regularization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 08. Overfitting and Regularization.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 09. Model Selection and Other Classifiers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 09. Model Selection and Other Classifiers.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 11. Feature Selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 11. Feature Selection.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 12. Structured Prediction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 12. Structured Prediction.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 13. Background of Neural Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 13. Background of Neural Networks.ipynb -------------------------------------------------------------------------------- /prediction/Chapter 14. Neural Architectures and Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dirkhovy/text_analysis_for_social_science/HEAD/prediction/Chapter 14. Neural Architectures and Models.ipynb --------------------------------------------------------------------------------