Skip to content
View caitlon's full-sized avatar
🏏
Focusing
🏏
Focusing
5 followers · 12 following

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLOAchievement: Public SponsorAchievement: Quickdraw

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLOAchievement: Public SponsorAchievement: Quickdraw

Highlights

  • Pro

Organizations

@Wikipefia

Block or report caitlon

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
caitlon/README.md

Hi, I'm Katya 👋

ML Engineer · AI Developer · Data Scientist

👩‍💻 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

stats graph streak graph languages graph

🛠️ Tech Stack

Languages

Python R SQL (PostgreSQL) MongoDB Bash

ML & Data Science

PySpark PyTorch TensorFlow Jupyter MLflow Databricks HuggingFace LangChain

Cloud & Infrastructure

Azure Docker FastAPI GitHub Actions

Corporate Stack

Confluence Jira Bitbucket

github-snake

Pinned Loading

  1. NIRS NIRS Public

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

    Python

  2. pneumonia-classifier pneumonia-classifier Public

    A deep learning-based solution for pneumonia detection from chest X-ray images, featuring a fine-tuned ResNet18 model with FastAPI integration, MLflow experiment tracking, and Azure deployment.

    Python