Calendar

Part 1 - Foundations and Review

Week 1 Tuesday
Introduction to AI for scientific discovery
slides
Week 1 Thursday
Single-layer/Multi-layer Perceptron
slides, video
Week 2 Tuesday
Multi-layer Perceptron and Recurrent Neural Network
slides, video

Tutorial 01 - Function Approximation with Pytorch

Week 2 Thursday
Attention Mechanism and Transformer Neural Network
slides, video
Homework
HW 1 Release
HW 1, HW 1 solution

Part 2 - Learning Scientific Models with AI

Week 3 Tuesday
Neural Differential Equations
slides, video
Week 3 Thursday
Tutorial of Neural Differential Equations using Jax
slides, video.

Tutorial 02 - JAX API

Week 4 Tuesday
Model Discovery and Symbolic Regression
slides, video

Tutorial 03 - Neural differential equations

Week 4 Thursday
Recent Advances on Symbolic Regression
slides, video
Week 5 Tuesday
Recent Advances on Symbolic Regression - II
slides, video
Week 5 Thursday
Recent Advances on Symbolic Regression - III
slides, video
Week 6 Tuesday
Student paper presentation
slides, video
Week 6 Thursday
Student paper presentation
slides, video
Week 7 Tuesday
Student paper presentation
slides, video
Week 7 Thursday
Student paper presentation
slides, video
Midterm Project Proposal
Midterm and Final Exam Project Proposal Release
Latex template for proposal
Week 8 Tuesday
Paper reading session on neuro-symbolic AI
slides, video
Week 8 Thursday
Paper reading session on LLM reasoning and Neuro Symbolic AI
slides, video

Part 3 - Invited Talks and Project presentation