poomstas
BS, MS, PhD in Petroleum & Geosystems Engineering // Computer Vision & Audio Deep Learning, Deep Reinforcement Learning
The University of Texas at AustinAustin, TX
Pinned Repositories
2048_MCTS
Solving the 2048 Puzzle using the Monte Carlo Tree Search (MCTS) heuristic search algorithm.
AgTech_DRL
Optimize plant growth conditions using deep reinforcement learning techniques (DDPG, TD3, SAC) and a crop simulator (PCSE-v0).
algorithms
Algorithm problem solving practice. LeetCode and AlgoExpert.
awesome-deep-learning-papers
contrastive_learning
Applying contrastive learning (SimCLRv2) on 3D point cloud dataset to get an unsupervised learning representation of objects
CS330
Stanford CS330 Deep Multi-Task & Meta Learning
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_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
SmartFarm
Dumb farm right now but about to get smarter. Mostly Arduino and RPi stuff.
spwk-agtech-task
poomstas's Repositories
poomstas/AgTech_DRL
Optimize plant growth conditions using deep reinforcement learning techniques (DDPG, TD3, SAC) and a crop simulator (PCSE-v0).
poomstas/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.
poomstas/CS330
Stanford CS330 Deep Multi-Task & Meta Learning
poomstas/contrastive_learning
Applying contrastive learning (SimCLRv2) on 3D point cloud dataset to get an unsupervised learning representation of objects
poomstas/Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
poomstas/spwk-agtech-task
poomstas/2048_MCTS
Solving the 2048 Puzzle using the Monte Carlo Tree Search (MCTS) heuristic search algorithm.
poomstas/algorithms
Algorithm problem solving practice. LeetCode and AlgoExpert.
poomstas/SB3_Gym
Stable Baselines 3 Application on OpenAI Gym Environments
poomstas/SmartFarm
Dumb farm right now but about to get smarter. Mostly Arduino and RPi stuff.
poomstas/computer-vision-ND
Projects and exercises for the Udacity Computer Vision Nanodegree
poomstas/DL_practice
My PyTorch implementations of the models I'm studying
poomstas/FF
poomstas/image-segmentation-keras
Implementation of Segnet, FCN, UNet , PSPNet and other models in Keras.
poomstas/kaggle_gi_tract_uw_madison
https://www.kaggle.com/competitions/uw-madison-gi-tract-image-segmentation
poomstas/kaggle_sorghum
poomstas/learn_cpp
Repo for some very basic C++ codes
poomstas/Mask-Editor
This is a new image annotation tool for image segmentation tasks
poomstas/MLPB
Machine Learning Problem Bible
poomstas/modern-deep-learning-docker
Modern Deep Learning Docker Image
poomstas/NExLAB_prj
poomstas/phonemizer
Simple text to phones converter for multiple languages
poomstas/poomstas.github.io
poomstas.github.io blog data in Jekyll theme
poomstas/Q-GridWorld
Demo project using tabular Q-learning algorithm
poomstas/ReinforcementLearning
poomstas/sensor-fusion-team
poomstas/SFND_Lidar_Obstacle_Detection
poomstas/sonokai
High Contrast & Vivid Color Scheme based on Monokai Pro
poomstas/visemenet-inference
3D Avatar Lip Synchronization from speech (JALI based face-rigging)
poomstas/VisemeNet_tensorflow