Ilia Zenkov

About

Ilia Zenkov works in ML & data science and AI engineering, based in Toronto, ON. LLM Technical Lead @ eSentire. Public projects on GitHub include Transformer Cnn Emotion Recognition (Speech Emotion Classification with novel Parallel CNN-Transformer model built with PyTorch, plus thorough…), Sklearn Audio Classification (An in-depth analysis of audio classification on the RAVDESS dataset) and NLP-keras-nltk-lime (Classification of tweets pertinent to disaster events), mostly written in Jupyter, Python and TeX.

Projects 6

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  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

  github.com
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  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

  github.com
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  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

  github.com
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  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)

  github.com
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  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.

  github.com
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  Ising Model Mcmc

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

  github.com