HHYurdagul - Projects

MLStudio — From a 30-Company Desktop Tool to a Web ML Platform

A deployed Streamlit platform for training, validating, packaging, and testing regression and neural time-series models, rebuilt from a proven Tkinter product.

7 July, 2026 5 min read

Machine Learning MLOps Streamlit Time Series Forecasting Python Product Engineering

Fishometry — Measuring Fish Without a Reference Object

Research complete · Thesis writing

Completed master's-thesis research on estimating fish length from a single image without a ruler or physical reference in the frame.

13 January, 2026 5 min read

Computer Vision Deep Learning Monocular Measurement Image Segmentation PyTorch Python

MdsAI — A Human-Reviewed LLM Platform for Support

Deployed · Active R&D

A deployed AI platform that turns four years of noisy helpdesk history into retrieved evidence, answer drafts, routing suggestions, and process intelligence.

19 May, 2025 6 min read

Machine Learning NLP LLM RAG Topic Modeling MLOps Python

Electricity Consumption Forecasting for the Turkish Grid

Done

A completed forecasting application that benchmarks zero-shot TimesFM forecasts against EPİAŞ's official hourly load-estimation plan.

20 March, 2025 3 min read

Time Series Forecasting Foundation Models TimesFM Python Polars Streamlit Energy

Teus — Forecasting Flash Floods Before They Happen

Analytics complete · App in development

A hydrologist-validated deep learning system that forecasts river discharge up to 72 hours ahead using sensor history and external meteorologist-produced rainfall forecasts.

21 September, 2024 6 min read

Deep Learning Time Series Forecasting Hydrology PyTorch Python