AI Will Program Itself: Synthesis, Learning and Beyond

AI Will Program Itself: Synthesis, Learning and Beyond

INSAIT Institute via YouTube Direct link

Synthesis but backwards

5 of 26

5 of 26

Synthesis but backwards

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Classroom Contents

AI Will Program Itself: Synthesis, Learning and Beyond

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  1. 1 Intro
  2. 2 Beyond Software Engineering
  3. 3 Syntax Guided Synthesis
  4. 4 Synthesis today
  5. 5 Synthesis but backwards
  6. 6 Modeling systems with synthesis
  7. 7 Cell fate decision in C. elegans
  8. 8 Data: Mutation Experiments
  9. 9 Model synthesis
  10. 10 Language Morphology
  11. 11 Language Phonology
  12. 12 Infering Morphophonology rules
  13. 13 Controllers for repetitive motions
  14. 14 Inductive generalization
  15. 15 Solution: Add program structure
  16. 16 Training performance
  17. 17 Beyond software development
  18. 18 Basic program synthesis
  19. 19 Example: LOGO Graphics
  20. 20 DreamCoder Algorithm
  21. 21 Abstractions in Synthesis
  22. 22 Abstraction Dream
  23. 23 Learned subroutines
  24. 24 Learning deep hierarchies
  25. 25 Domains
  26. 26 Conclusion

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