İlker SIĞIRCI
Senior Machine Learning Engineer
Senior Machine Learning Engineer building end-to-end on-premise AI systems
Experience
Senior Machine Learning Engineer
Databoss
METU Technopolis, Ankara
Jan 2025 –
Present
- ▸ Designing and building on-premise LLM chatbot infrastructure with self-hosted model serving via vLLM.
- ▸ Developing production chatbot applications and user interfaces with Chainlit and OpenWebUI.
- ▸ Implementing observability, tracing, and monitoring for LLM systems using OpenTelemetry, Grafana, and Langfuse.
vLLM
Chainlit
OpenWebUI
OpenTelemetry
Grafana
Langfuse
Machine Learning Engineer
Databoss
METU Technopolis, Ankara
Jul 2021 –
Jan 2025
- ▸ Designed and deployed end-to-end machine learning pipelines for production workloads.
- ▸ Developed time-series forecasting models for operational use cases.
- ▸ Tracked experiments and model lifecycle with MLflow.
- ▸ Implemented model observability for online and offline drift detection.
Python
PyTorch
Pandas
MLflow
Docker
Software Engineer
Havelsan
Mustafa Kemal Mah., Ankara
Oct 2020 –
Jul 2021
- ▸ Participated in important simulation projects using C++.
- ▸ Built applications with Qt.
C++
Qt
Data Scientist Intern
JotForm Inc.
Hacettepe Technopolis, Ankara
Jun 2019 –
Jul 2019
- ▸ Found similar documents with unsupervised machine learning approaches.
Python
Machine Learning
Web Developer Intern
SimLab Educational and Information Technologies
METU Technopolis, Ankara
Jun 2018 –
Jul 2018
- ▸ Developed the Intern Control Web Panel using the PHP Yii2 framework.
PHP
Yii2
Education
M.Sc., Computer Engineering
Middle East Technical University
Ankara, Türkiye
GPA: 3.57/4
Oct 2020 –
Jul 2023
B.Sc., Computer Engineering
Middle East Technical University
Ankara, Türkiye
GPA: 3.06/4
Sep 2015 –
Jul 2020
High School
İskenderun Tosçelik Fen Lisesi
Hatay, Türkiye
GPA: 95.16/100
Sep 2011 –
Jul 2015
Skills
ML/DL
Python
NumPy
Pandas
PyTorch
vLLM
Backend
FastAPI
Frontend
JavaScript
Sveltekit
Databases
PostgreSQL
Sqlite
Tools
Docker
Kubernetes
Git
Achievements
- First Place Project in METU CENG DemoDay 2020.
Related Writing
- Master’s thesis — M.Sc. Computer Engineering.
