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caitlon/README.md

Hi, I'm Katya

ML Engineer · AI Developer

About Me

  • ML/AI engineer with real-world experience in data engineering and analytics
  • Building production-grade ML systems using PySpark, Azure, Docker & FastAPI
  • Collaborating with a university research group at CZU on applied ML methods
  • Strong foundation in math, statistics, and clean architecture design

Featured Projects

Pneumonia Classifier – End-to-end FastAPI + Azure deployment for X-ray image classification
NIRS – Tomato Spectroscopy Analysis – Deep regression pipeline for analyzing tomato quality with NIR spectroscopy, MLflow tracking, spectral transforms, and rich visualizations

GitHub Stats & Activity

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Tech Stack

Languages

ML & AI Engineering

Cloud & Infrastructure

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  1. BeCoMe BeCoMe Public

    Full-stack web application for BeCoMe group decision-making method under fuzzy uncertainty. FastAPI + React.

    Python 1

  2. NIRS NIRS Public

    Advanced ML pipeline for tomato quality assessment using NIR spectroscopy. Features preprocessing tools, multiple regression models, and experiment tracking.

    Python 3