Raya Kichukova
Projects Skills About Education Contact
Projects Skills About Education Contact

Projects

Here you’ll find projects spanning machine learning, computer vision, NLP, reinforcement learning, and full-stack development. Some were built for clients, some for research, some just to figure something out.

Autonomous Root Tip Inoculation System

Autonomous Root Tip Inoculation System

A fully autonomous pipeline combining deep semantic segmentation, graph theory tracing, and PID/RL controllers to replace manual pipetting in high-throughput plant phenotyping at NPEC.

computer-vision reinforcement-learning
SDG Internet & Education Dashboard

SDG Internet & Education Dashboard

A Power BI dashboard analysing the correlation between internet access and educational completion rates across South America from 2000 to 2023, aligned with UN SDG Goals 4 and 9.

power-bi data-analysis
SignSee — Sign Language Recognition MLOps Application

SignSee — Sign Language Recognition MLOps Application

A production-grade MLOps application for real-time NGT sign language recognition, deployed across local, on-premises, and Azure environments with full CI/CD and operational monitoring.

computer-vision mlops
Autonomous Root Tip Inoculation System

Autonomous Root Tip Inoculation System

A fully autonomous pipeline combining deep semantic segmentation, graph theory tracing, and PID/RL controllers to replace manual pipetting in high-throughput plant phenotyping at NPEC.

computer-vision reinforcement-learning deep-learning python robotics u-net pid-controller
Learn more
SDG Internet & Education Dashboard

SDG Internet & Education Dashboard

A Power BI dashboard analysing the correlation between internet access and educational completion rates across South America from 2000 to 2023, aligned with UN SDG Goals 4 and 9.

power-bi data-analysis python sdg data-visualisation linear-regression
Learn more
SignSee — Sign Language Recognition MLOps Application

SignSee — Sign Language Recognition MLOps Application

A production-grade MLOps application for real-time NGT sign language recognition, deployed across local, on-premises, and Azure environments with full CI/CD and operational monitoring.

computer-vision mlops azure fastapi vue docker python postgresql machine-learning
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Raya Kichukova

Equally at home tracking plant roots with RL and deploying tools that teach Dutch sign language.

Data science student who has shipped for real clients — IKEA dashboards, production deployments, and systems that solve problems people actually have. I like work with stakes.

Breda, The Netherlands

ry.kichukova@gmail.com
Machine Learning & Computer Vision Python & Data Analysis NLP & RAG Systems RL & Control Systems Production Deployments

© 2026 | Raya Kichukova