iisc-ml-school

Machine learning school run at IISc Bengaluru on 7/8 Jan 2025.

Contents

• Lectures
  • ML Basics
  • Intro to deep learning
  • Convolutional neural networks
  • Graph neural networks
  • Sequences and LLMs
• Notebooks
  • Python basics
  • Decision tree example
  • Decision tree exercise
  • Neural networks example
  • Neural networks exercise
  • Convolutional networks example
  • CrystaLLM example
  • Diffusion Chemeleon example
  • Transfer learning exercise
  • Machine learned potentials exercise

Supported by

This work was supported by EPSRC project EP/Y000552/1 and Royal Society project IES\R3\223036.