Machine Learning Scrapbook

Tutorials

• CNN for Image Classification | Read Tutorial | Code

Scrapbook

• Supervised Learning

  • Credit risk assessment with logistic regression | Code
  • Multi-linear regression | Code
  • Linear regression | Code

• Retrieval-Augmented Generation (RAG)

  • Basic retrieval from vector database | Code
  • Local question answering using an LLM with Ollama and RAG | Code

• Generative Pretrained Transformers (GPT)

  • Text generation with multi-token prediction (GPT with Medusa) | Code

• Generative Adversarial Networks (GAN)

  • Generate synthetic 2D data | Code
  • Generate synthetic MNIST digit images | Code
  • Conditional GAN (cGAN) to generate synthetic MNIST digit images | Code

• Reinforcement Learning

  • SARSA algorithm | Code