AI4SD ran a hybrid residential summer school from the 20th-24th June 2022 at the University of Southampton. This summer school was an introduction to basic python programming, different areas of machine learning including mathematical foundations for ML, classification and clustering, kernel methods, introduction to deep learning and case studies in chemistry including reinforcement learning in chemistry. There were also talks to upskill scientists in other relevant areas including Group Management, Presentation Skills, Research Data Management, Referencing, LaTeX, GitHub and Ethics.
The summer school included a hackathon where students were able to compete in teams to solve the same problem in the best way. Group presentations took place on the Friday and prizes were awarded to the winning teams.
The full YouTube playlist for the Summer School can be found here: AI4SD ML Summer School 2022.
Day 1: 20 June 2022
| Title | Video Link | DOI Link | |
| Introduction to Python Mr Samuel Munday (University of Southampton) |  | Video Link | DOI Link |
| Introduction to GitHub Mr Samuel Munday (University of Southampton) | | Video Link | DOI Link |
| Using RDKit Mr Samuel Munday (University of Southampton) | | Video Link | DOI Link |
| ML1: Mathematical Foundations for ML Prof Mahesan Niranjan (University of Southampton) |  | Video Link | DOI Link |
| ML2: Estimation with Machine Learning Prof Mahesan Niranjan (University of Southampton) | | Video Link | DOI Link |
Day 2: 21 June 2022
| Title | Video Link | DOI Link | |
| ML3: Classification and Clustering Prof Mahesan Niranjan (University of Southampton) | | Video Link | DOI Link |
| ML4: Linear Regression to Perceptron Convergence Prof Mahesan Niranjan (University of Southampton) | | Video Link | DOI Link |
| ML5: Radial Basis Functions and Multi-Layer Perceptrons Prof Mahesan Niranjan (University of Southampton) | | Video Link | DOI Link |
| Project Management & Collaborative Data Management Dr Samantha Kanza (University of Southampton) |  | Video Link | DOI Link |
Day 3: 22 June 2022
| Title | Video Link | DOI Link | |
| Intro to LaTeX Dr Samantha Kanza (University of Southampton) | | Video Link | DOI Link |
| LaTeX & Overleaf Dr Nicola Knight (University of Southampton) |  | Video Link | DOI Link |
| Ethics & Writing Ethics Applications Dr Samantha Kanza (University of Southampton) | | Video Link | DOI Link |
| Referencing & Referencing Managers Dr Nicola Knight (University of Southampton) | | Video Link | DOI Link |
| Collaborative Presentations & Reports Dr Samantha Kanza (University of Southampton) | | Video Link | DOI Link |
| Presentation Skills Dr Nicola Knight (University of Southampton) | | Video Link | DOI Link |
| ML6: Reinforcement Learning in Chemistry Dr Stephen Gow (University of Southampton) |  | Video Link | DOI Link |