Subject
4 entries
Text Classification
Bookmarks
skift: scikit-learn Wrappers for fastText
skift wraps Facebook's fastText text classifiers in scikit-learn's estimator API, making fastText accessible as a drop-in component in scikit-learn pipelines and GridSearchCV. Useful for fast, production-grade text classification without leaving the sklearn ecosystem.
Troll Detection with Scikit-Learn
Impermium's Kaggle blog post on building a troll detection classifier with scikit-learn — text features, gradient boosting, and the practical challenges of training on imbalanced toxic comment data.
Machine Learning Tutorial: The Naive Bayes Text Classifier
DatumBox's tutorial on the Naive Bayes text classifier — explaining the math, the conditional independence assumption, and how to implement it from scratch. A standard first classifier for anyone learning NLP and ML simultaneously.
Naive Bayes Classification in SQL at Zipfian Academy
A Zipfian Academy student's tweet about implementing Naive Bayes classification in SQL, categorizing the New York Times corpus one word at a time. A striking demonstration that ML concepts can be expressed in unexpected substrate.