├── LICENSE ├── README.md ├── data └── death-penalty-cases.csv ├── notebooks ├── .ipynb_checkpoints │ ├── nb_06_classification-checkpoint.ipynb │ ├── nb_08_training_models-checkpoint.ipynb │ └── nb_10_topic_models-checkpoint.ipynb ├── nb_02_corpora.ipynb ├── nb_03_features-1.ipynb ├── nb_04_machine-learning.ipynb ├── nb_05_features-2.ipynb ├── nb_06_classification.ipynb ├── nb_07_corpora-2.ipynb ├── nb_08_training_models.ipynb ├── nb_09_dimension_reduction.ipynb ├── nb_10_topic_models.ipynb ├── nb_11_ensembles.ipynb ├── nb_12_neural-nets-1.ipynb ├── nb_13_word_embeddings.ipynb ├── nb_14_neural-nets-2.ipynb └── nb_15-doc-embeddings.ipynb ├── scripts ├── code_02_corpora.py ├── code_03_features-1.py ├── code_04_machine_learning.py ├── code_05_features-2.py ├── code_06_classification.py ├── code_07_corpora-2.py ├── code_08_training_models.py ├── code_09_dimension_reduction.py ├── code_10_topic_models.py ├── code_11_ensembles.py ├── code_12_neural-nets-1.py ├── code_13_word_embeddings.py ├── code_14_neural-nets-2.py ├── code_15_doc_embeddings.py ├── txt_utils.py └── utils.py └── slides ├── Text-class-01-intro.pdf ├── Text-class-02-corpora-1.pdf ├── Text-class-03-features-1.pdf ├── Text-class-04-machine-learning.pdf ├── Text-class-05-features-2.pdf ├── Text-class-06-classification.pdf ├── Text-class-07-corpora-2.pdf ├── Text-class-08-training_models.pdf ├── Text-class-09-dimension_reduction.pdf ├── Text-class-10-topic-models.pdf ├── Text-class-11-ensemble-learning.pdf ├── Text-class-12-neural-nets-1.pdf ├── Text-class-13-word-embeddings.pdf ├── Text-class-14-neural-nets-2.pdf ├── Text-class-15-doc-embeddings.pdf └── Text-class-16-causal-inference.pdf /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/elliottash/text_ml_course_2018/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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