Archive
Projects
Selected machine learning systems, applied AI and software projects.
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Research & model serving
Teus
Hourly river-discharge forecasting, evaluated on the rare flood events that average scores hide.
- Python
- PyTorch
- scikit-learn
- Polars
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Deployed · Active R&D
MdsAI
Four years of municipal helpdesk history turned into retrieved evidence, LLM answer drafts, and routing suggestions that a support expert approves before anything reaches a customer.
- Python
- Polars
- EmbeddingGemma
- Sentence Transformers
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Thesis in progress
Fishometry
MSc thesis research on estimating fish length from a single photo, without a ruler, reference object, or camera calibration.
- Python
- PyTorch
- YOLO11
- Segment Anything
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Active development
Muninn
A Rust LLM agent that searches and edits a Markdown vault from the terminal, or as an MCP server for coding agents.
- Rust
- Tokio
- Ratatui
- MCP
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Completed
Ikas
Call-volume and handling-time forecasts turned into Erlang-based staffing requirements, alongside demand and revenue forecasting APIs.
- Python
- FastAPI
- Pydantic
- Polars
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Deployed
MLStudio
A web app for training, validating, and reusing regression and time-series models without model-specific code.
- Python
- Streamlit
- Polars
- scikit-learn
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Completed
Electricity Forecasting
Zero-shot TimesFM forecasts benchmarked against EPİAŞ's official hourly demand plan.
- Python
- Polars
- Streamlit
- TimesFM 2.5
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Local application
Kozmetik Stüdyo
A local-first Rust desktop app that keeps product research, articles, and images connected without mixing them.
- Rust
- GPUI
- gpuikit
- SQLite