AI for Code and Science - A Neurosymbolic Programming Approach
Offered By: Neurosymbolic Programming for Science via YouTube
Course Description
Overview
Syllabus
Intro
Organizers
The state of artificial intelligence
Deep neural networks
transformer abstracted
What is a computer program?
What is program synthesis?
Types of program synthesis
Dimensions in program synthesis
This tutorial: Blending deep learning and program synthesis a new approach to artificial intelligence
Meet neurosymbolic programming
Neurosymbolic programming for science
Why code? Enables Interpretability in science
Scientific knowledge is code
The intersection of programming languages and Machine learning
A neurosymbolic programming pipeline
Survey on Neurosymbolic programming technical overview
Chemistry: Molecular Generation (day 1: morning)
Physics: symbolic regression for rediscovering orbital mechanics (day 1: afternoon)
Program repair (day 2 morning)
Code for Neuroscience (day 2 afternoon)
Group discussion
Expeditions in computing: understanding the world trough code
Taught by
Neurosymbolic Programming for Science
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