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/awesome-deep-learning-papers
poomstas/Bayesian-Modelling-in-Python
A python tutorial on bayesian modeling techniques (PyMC3)
poomstas/datasciencecoursera
poomstas/DataScienceSpCourseNotes
Compiled Notes for all 9 courses in the Coursera Data Science Specialization
poomstas/datasharing
The Leek group guide to data sharing
poomstas/Machine-Learning-Tutorials
machine learning and deep learning tutorials, articles and other resources
poomstas/ProgrammingAssignment2
Repository for Programming Assignment 2 for R Programming on Coursera
poomstas/TensorFlow-Examples
TensorFlow tutorials and code examples for beginners
poomstas/TensorFlow-Tutorials
Simple tutorials using Google's TensorFlow Framework
poomstas/UDacity-Data-Analyst-Nanodegree