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patrickyanz's Projects

ddpm icon ddpm

PyTorch DDPM implementation

glass-classification icon glass-classification

contains input csv, python notebook for Glass identification through machine learning techniques

highway-env icon highway-env

A minimalist environment for decision-making in autonomous driving

metropolis_algorithm_stochastic_process icon metropolis_algorithm_stochastic_process

Monte Carlo Markov Chain (MCMC) is a method used in statistics and statistical physics to extract sequences of random samples from a probability distribution when direct sampling is difficult. We implement the metropolis algorithm to the travelling random walk and reduce the average waiting time for travelers. Prove the Metropolis algorithm and generalize python model to mimic travelers travelling within Canada.

morl-baselines icon morl-baselines

Multi-Objective Reinforcement Learning algorithms implementations.

quantum icon quantum

Hybrid Quantum-Classical Machine Learning in TensorFlow

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