Use these NLP, Text Mining and Machine Learning code samples and tools to solve real world text data problems.
Links in the first column take you to the subfolder/repository with the source code.
| Task | Related Article | Source Type | Repository |
|---|---|---|---|
| Large Scale Phrase Extraction | phrase2vec article | python script | kavgan/phrase-at-scale |
| Word Cloud for Jupyter Notebook and Python Web Apps | word_cloud article | python script + notebook | kavgan/word_cloud |
| Gensim Word2Vec (with dataset) | word2vec article | notebook | kavgan/nlp-in-practice |
| Reading files and word count with Spark | spark article | python script | kavgan/nlp-in-practice |
| Extracting Keywords with TF-IDF and SKLearn (with dataset) | tfidf article | notebook | kavgan/nlp-in-practice |
| Text Preprocessing | text preprocessing article | notebook | kavgan/nlp-in-practice |
| TFIDFTransformer vs. TFIDFVectorizer | tfidftransformer and tfidfvectorizer usage article | notebook | kavgan/nlp-in-practice |
| Accessing Pre-trained Word Embeddings with Gensim | notebook | kavgan/nlp-in-practice |
- For more articles, please see this list
This repository is maintained by Kavita Ganesan. Please contact me directly if you have questions.