Ilia Zenkov's starred repositories
transformer-cnn-emotion-recognition
Speech Emotion Classification with novel Parallel CNN-Transformer model built with PyTorch, plus thorough explanations of CNNs, Transformers, and everything in between
sklearn-audio-classification
An in-depth analysis of audio classification on the RAVDESS dataset. Feature engineering, hyperparameter optimization, model evaluation, and cross-validation with a variety of ML techniques and MLP
async-pubmed-scraper
PubMed scraper for async search on a list of keywords and concurrent extraction of all found URLs, returning a DataFrame/CSV containing all article data (title, abstract, authors, affiliations, etc)
DCGAN-Rectangular-GANHacks2
A DCGAN implementing all the tricks from recent papers up to 2020 and from all over the internet. Trained on CelebA at 157x128. "GAN Hacks 2", if you will.
VisualFlow
Python package for end-to-end object detection tasks
NLP-keras-nltk-lime
Classification of tweets pertinent to disaster events. NLP basics with a focus on text embedding, interpretability and the use of LIME, and Keras to build a 1D CNN
ising-model-mcmc
Implementations of the 1D and 2D Ising Models in Python using a Metropolis-Hastings Markov Chain Montre Carlo (MCMC) algorithm
fcs-manager
Enables manipulation of FCS3.0 and FCS3.1 files using PANDAS DataFrames for convenient file type conversions and feed-through into automated flow data processing and visualization pipelines