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Classical Algorithms
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Classroom Contents
Machine Learning for Quantum Matter - Lecture 1
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- 1 Introduction
- 2 Classical Algorithms
- 3 Machine Learning
- 4 High Dimensionality
- 5 Low Dimensionality
- 6 Learning
- 7 Examples
- 8 Natural Language Processing
- 9 Chart GPT
- 10 Educational societal implications
- 11 Example poem
- 12 Example Alphafall
- 13 Machine Learning Categories
- 14 Data Driven Learning
- 15 Equations and Physical Laws
- 16 Supervised Learning
- 17 Classification
- 18 Neural Networks
- 19 Activation Functions
- 20 Neural Network
- 21 Loss Function
- 22 Small W
- 23 Gradient Descent
- 24 Learning Rate
- 25 Square Lattice
- 26 Toy Model
