Daniel T. Soukup, PhD's repositories
autoencoders
Autoencoder explorations: convolutional variational AE, denoising AE, and ensembles of randomized AE's for anomaly detection.
noise-dashboard
Noise monitoring application built as part of a CivicTechTO initiative.
data4good---GruenStattGrau
Our NLP work (with explanation) from the data4good hackathon for GruenStattGrau
melanoma_regression
Quick analysis of why logistic regression can work on raw image data.
adventofcode
Advent of Code programming challenges.
AIF360
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
awesome-compose
Awesome Docker Compose samples
BERT-on-AGNews
A detailed walk-through of using pytorch-transformers and BERT for text classification.
jekyll-now
Build a Jekyll blog in minutes, without touching the command line.
reinforcement_learning
Experiments with reinforcement learning algorithms.
minGPT
A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
pytorch-normalizing-flows
Normalizing flows in PyTorch. Current intended use is education not production.
VRP-RL
Reinforcement Learning for Solving the Vehicle Routing Problem
WWW20-Hands-on-Tutorial
Materials for DGL hands-on tutorial in WWW 2020