Zongkai's Projects
Roadmap to becoming an Artificial Intelligence Expert in 2020
Object-oriented Python library for computation of properties of highly-excited Rydbeg states of alkali atoms.
Automated Machine Learning with scikit-learn
Contracting Arbitrary Tensor Networks
Predict and analyze cellular automata using convolutional neural networks
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
OpenAI gym environment for the design of ion trap experiments generating high-dimensional multipartite entanglement.
Code for our paper "Hamiltonian Neural Networks"
Keras + Hyperopt: A very simple wrapper for convenient hyperparameter optimization
iTEBD simulation for XXZ spin chain
Deep Learning for humans
Ground States of Quantum Many Body Lattice Models via Reinforcement Learning
Library of Quantum Many Body Algorithms in Simple Implementations
Original data for our paper "Enhanced metrology at the critical point of a many-body Rydberg atomic system".
physics meets neural networks
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
Tensor network contraction function for Python 3.
study github
PyTorch implementation of Neural Combinatorial Optimization with Reinforcement Learning https://arxiv.org/abs/1611.09940
Pytorch source code for arXiv paper Neural Network Renormalization Group, a generative model using variational renormalization group and normalizing flow.
pytorch neural combinatorial optimization
Global search algorithms for finding optimal tensor network contraction sequences.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
PyTorch implementations of Generative Adversarial Networks.
A university quantum algorithms/computation course supplement based on Qiskit
Cirq/PyTorch implementation of Quantum Architecture Search via Deep Reinforcement Learning by (Kuo et al., 2021)
This is a repository for notes on Quantum Optics. The examples are implemented by QuTip using Python.
Quantum many-body problem with machine learning
Examples for QuantumOptics.jl