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Ilia Zenkov's Projects

async-pubmed-scraper icon 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)

autogptq icon autogptq

An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.

build_and_test_examples icon build_and_test_examples

Examples of build scripts and unit test frameworks for various languages, and how these can be used with the Jenkins continuous integration server. Contact: @mikej888

dcgan-rectangular-ganhacks2 icon 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.

fcs-manager icon 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

ising-model-mcmc icon ising-model-mcmc

Implementations of the 1D and 2D Ising Models in Python using a Metropolis-Hastings Markov Chain Montre Carlo (MCMC) algorithm

nlp-keras-nltk-lime icon 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

phys-simulations icon phys-simulations

A collection of my Python projects experimenting with physical models and simulation in Jupyter notebook

selfies icon selfies

Robust representation of semantically constrained graphs, in particular for molecules in chemistry

sklearn-audio-classification icon 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

transformer-cnn-emotion-recognition icon 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

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