Common Machine Learning Methods

Excellent article summarizing standard Machine Learning methods with examples. The article covers:

  • Regression
  • Classification
  • Clustering
  • Dimensionality Reduction
  • Ensemble Methods
  • Neural Nets and Deep Learning
  • Transfer Learning
  • Reinforcement Learning
  • Natural Language Processing
  • Word Embeddings

In the discussion on Reddit, the author mentions that he would update "Word Embeddings" sections with newer methods: BERT (2018) and GloVe (2014).

From the article I also learned about FastText, IBM Watson Studio and Common Crawl.

Screenshot of Common Crawl home page

Yay! Somebody crawls the Internet and shares crawled pages for free. It might be super useful for SEO.

Screenshot of IBM Watson Studio home page

I want to try this one.

Screenshot of FastText home page

Word vectors for 157 languages. Facebook kindly shares the foundation for many NLP apps.

Jun 25, 2019. Berlin