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Chua Cheow Huan's Projects

basic_ml icon basic_ml

This repository contains simple usage examples for basic machine learning libraries. These notebooks are tested in Colab.

bayesian_ml icon bayesian_ml

Bayesian based machine learning implementations (GMM, VAE & conditional VAE).

django_tutorial icon django_tutorial

Source code for the official Django tutorial (writing your first Django app).

facial_landmark_pred_example icon facial_landmark_pred_example

A simple example of painting color over the lips region based on facial landmark prediction with the Helen dataset, using transfer learning & fine tuning with a 3rd party pretrained model.

gym-continuousdoubleauction icon gym-continuousdoubleauction

A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.

pbt_marl_watered_down icon pbt_marl_watered_down

My attempt to reproduce a water down version of PBT (Population based training) for MARL (Multi-agent reinforcement learning) using DDPPO (Decentralized & distributed proximal policy optimization) from ray[rllib].

ray icon ray

A fast and simple framework for building and running distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

reinforcement_learning icon reinforcement_learning

My reproduction of various reinforcement learning algorithms (DQN variants, A3C, DPPO, RND with PPO) in Tensorflow.

sagemaker_ray_rllib_custom_env icon sagemaker_ray_rllib_custom_env

Sample setup for custom reinforcement learning environment in Sagemaker. This example uses Proximal Policy Optimization with Ray (RLlib).

web_app_dpdth icon web_app_dpdth

Sample CI/CD devops setup of Django & Postgres web app with Docker, Travis & Heroku.

web_app_dpth icon web_app_dpth

Sample CI/CD devops setup of Django & Postgres web app with Travis & Heroku

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