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1. QML-QCGNN QML-QCGNN Public

   Classical and quantum ML in jet discrimination. Specifically, we design QCGNN that achieves a polynomial speed up in training and potentially provides quantum advantage.

   Jupyter Notebook 1

2. Qympy Qympy Public

   Using `Sympy` to evaluate the analytic form of quantum states. Specifically, we manage the analytic computation on quantum machine learning, and traditional operations from classical machine learning.

   Jupyter Notebook 1

3. QML-Qiskit_Parameter_Shift QML-Qiskit_Parameter_Shift Public

   Implementing "Parameter-Shift Rule", providing as one of the feasible methods for computing gradients on quantum neural networks in real quantum computers.

   Jupyter Notebook 1

4. NTU-ccClub-Chord NTU-ccClub-Chord Public

   A side project that uses machine learning techniques to predict the chords of popular songs.

   Jupyter Notebook

5. NTUHEPML-CWoLa NTUHEPML-CWoLa Public

   Applying "CWoLa" on simulated Higgs dataset with CNN and Particle Transformer.

   Jupyter Notebook

6. NTUHEP_JetModelAnalysis NTUHEP_JetModelAnalysis Public

   Using heat-map to understand the relationships between particles learned by transformer.

   Jupyter Notebook