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Classroom Contents
AI for Code and Science - A Neurosymbolic Programming Approach
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- 1 Intro
- 2 Organizers
- 3 The state of artificial intelligence
- 4 Deep neural networks
- 5 transformer abstracted
- 6 What is a computer program?
- 7 What is program synthesis?
- 8 Types of program synthesis
- 9 Dimensions in program synthesis
- 10 This tutorial: Blending deep learning and program synthesis a new approach to artificial intelligence
- 11 Meet neurosymbolic programming
- 12 Neurosymbolic programming for science
- 13 Why code? Enables Interpretability in science
- 14 Scientific knowledge is code
- 15 The intersection of programming languages and Machine learning
- 16 A neurosymbolic programming pipeline
- 17 Survey on Neurosymbolic programming technical overview
- 18 Chemistry: Molecular Generation (day 1: morning)
- 19 Physics: symbolic regression for rediscovering orbital mechanics (day 1: afternoon)
- 20 Program repair (day 2 morning)
- 21 Code for Neuroscience (day 2 afternoon)
- 22 Group discussion
- 23 Expeditions in computing: understanding the world trough code
