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Brian Lee's Projects

2048_mcts icon 2048_mcts

Solving the 2048 Puzzle using the Monte Carlo Tree Search (MCTS) heuristic search algorithm.

agtech_drl icon agtech_drl

Optimize plant growth conditions using deep reinforcement learning techniques (DDPG, TD3, SAC) and a crop simulator (PCSE-v0).

algorithms icon algorithms

Algorithm problem solving practice. LeetCode and AlgoExpert.

contrastive_learning icon contrastive_learning

Applying contrastive learning (SimCLRv2) on 3D point cloud dataset to get an unsupervised learning representation of objects

cs330 icon cs330

Stanford CS330 Deep Multi-Task & Meta Learning

dl_practice icon dl_practice

My PyTorch implementations of the models I'm studying

kaggle_petfinder icon kaggle_petfinder

Kaggle's PetFinder Competition where we create a CNN- and transformer-based regression model that takes an image and a boolean array as inputs.

mask-editor icon mask-editor

This is a new image annotation tool for image segmentation tasks

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

mlpb icon mlpb

Machine Learning Problem Bible

phonemizer icon phonemizer

Simple text to phones converter for multiple languages

sb3_gym icon sb3_gym

Stable Baselines 3 Application on OpenAI Gym Environments

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