/ml-exercises

Primary LanguageJupyter Notebook

Python ML, NLP & Statistics Exercises

Machine Learning

Supervised

Classification

  1. Gaussian Naive Bayes

Regression

  1. Univariate Linear Regression
  2. Multivariate Linear Regression

Unsupervised

Clustering

  1. K-Means
  2. Affinity Propagation
  3. Mean Shift

Natural Language Processing

  1. Tokenizing
  2. Lemmatize
  3. Stopwords
  4. Stemming
  5. Wordnet Search
  6. N-gram Generation
  7. Part-of-Speech Tagging
  8. Language Detection
  9. Distributional Similarity
  10. Collocation, Concordance
  11. Named Entity Recognition
  12. Sentiment Analysis
  13. ...

Statistics

  1. ...