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Ethan Lam's Projects

cs570 icon cs570

Code for CS570, Essentials of Data Science

dss-simpy-rl icon dss-simpy-rl

This repository is an Reinforcement Learning Platform for learning agents to control cyber-physical Power Distribution Systems resiliently. The cyber environment in based on SimPy Discrete Event Simulator, while the distribution system is backened by Open-DSS.

eshop icon eshop

A reference .NET application implementing an eCommerce site

flight-price-prediction icon flight-price-prediction

Predicting flight ticket prices using a random forest regression model based on scraped data from Kayak. A Kayak scraper is also provided.

fu_uber icon fu_uber

Flutter based taxi booking app (dummy) using provider.

gpt-pilot icon gpt-pilot

Dev tool that writes scalable apps from scratch while the developer oversees the implementation

gym-anm icon gym-anm

Design Reinforcement Learning environments that model Active Network Management (ANM) tasks in electricity distribution networks.

gym-anm-exp icon gym-anm-exp

Run MPC-based policies and train RL agents in gym-anm environments using implementations from Stable Baselines 3.

inspect_word2vec icon inspect_word2vec

Python code for checking out Google's pre-trained, 3M word Word2Vec model

microgrid-ems-drl icon microgrid-ems-drl

Time series observation and valid action handling for applying deep reinforcement learning in microgrid energy management.

nlp_exercise icon nlp_exercise

This repo contains all exercises and challenges for NLP during the bootcamp.

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