Collection of AI related resources.

Machine Learning

• Fundamentals

  • Understanding AUC - ROC Curve
  • Animations with receiver operating characteristic and precision-recal curves
  • The Challenge of Vanishing/Exploding Gradients in Deep Neural Networks

• Clustering

  • The 5 Clustering Algorithms Data Scientists Need to Know

Deep Learning

• Fundamentals

  • Neural Networks, Manifolds, and Topology

• RNN

  • Visualizing memorization in RNNs

• CNN

  • CNN Explainer

• Miscellaneous

  • Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data

Tree-based Models

• Fundamentals

  • Decision Trees: Which feature to split on?

• XGBoost

  • Official Tutorials
  • What makes “XGBoost” so Extreme?

• LightGBM

  • Paper
  • What makes LightGBM lightning fast?
  • You Are Missing Out on LightGBM. It Crushes XGBoost in Every Aspect

• Visualization

  • How to visualize decision trees

Natural Language Processing

• Transformer

  • The Illustrated Transformer

• BERT

  • BERT Explained: State of the art language model for NLP
  • The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning)
  • What Happens To BERT Embeddings During Fine-tuning? (ACL 2020)