HKU PHYS3151: Machine Learning in Physics 2023

Notebooks

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Lecture Notes

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Supplemental Materials

1. Handwritten notes on SVM SVM
2. Mean field hubbard model on square lattice
An example on solving ground state energy using gradient descent method
Run in Colab
3. Handwritten notes on 2D Ising model Ising model
4. Handwritten notes on Neural Network Feed-forward&Back-propagation