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Overconfident AI
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Classroom Contents
Thermodynamic AI and the Fluctuation Frontier - Understanding Physics-Based Hardware for AI Acceleration
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- 1 Intro
- 2 Patrick Coles Introduction
- 3 Patrick Coles Background
- 4 Chronic Computing
- 5 Baron Plateaus
- 6 Air Mitigation
- 7 IBM breakthrough
- 8 Noise in Computing
- 9 Diffusion Models
- 10 Current Hardware Limitations
- 11 Fundamental Building Blocks of Computers
- 12 Continuous Variables
- 13 Summary
- 14 Multiple Stochastic Units
- 15 Applications
- 16 Information
- 17 Differential Equations
- 18 Maxwells Theme
- 19 What is a high entropy situation
- 20 Maxwells demon in practice
- 21 Analog Maxwells demon
- 22 Midpoint remarks
- 23 Variational Quantum Analogy
- 24 Questions
- 25 Application Specific Speed UPS
- 26 Energy Savings
- 27 Nongaussian Sampling
- 28 Thermodynamic Linear Algebra
- 29 Thermodynamic Algorithm
- 30 Analytical Speedups
- 31 Numerics
- 32 Thermodynamic Playground
- 33 Sampling from a Gaussian
- 34 Overconfident AI
- 35 Thermal Playground
- 36 Interface for Thermal Playground
- 37 Questions and Answers
- 38 Conclusion
