An AI engineer with four years of shipping computer vision to production — now on the LLM team, building RAG pipelines and agentic systems.
I’ve spent nearly 4 years building computer vision systems that run in production — real-time object detection, tracking, OCR, and anomaly detection — taking projects from dataset design all the way through edge deployment on Jetson with TensorRT and ONNX, and integrating with industrial cameras and PLCs. I write clean, maintainable Python (OOP, SOLID) and care about getting the architecture and data pipeline right before touching the model. I’ve delivered a commercially licensed product and led a project that’s been running in production for over a year without retraining. I also mentor junior engineers and interns. I’ve now moved to the LLM team, where I bring the same production mindset to large language models, RAG pipelines and agentic systems.
LangChain
PyTorch
TensorFlow
OpenCV
YOLO
PaddleOCR
TensorRT
ONNXCUDANVIDIA Jetson
PyQt6
Python
FastAPI
Docker
MongoDB
PostgreSQL
Azure DevOps
Linux2025 – Present
From a publicly funded R&D prototype to a production fleet system deployed to a metropolitan municipality, with a 10-vehicle rollout in progress.
Oct 2024 – Dec 2024
Eliminated missed-cell errors in cell counting and improved small-object detection with SAHI. Delivered as a subscription-based, server-licensed commercial product.
Jan 2026 – Mar 2026
A standalone desktop platform covering the full object detection lifecycle — camera capture, annotation, training and real-time GPU-accelerated inference — in a single application.
View details about GIP — End-to-End Object Detection PlatformJan 2026 – Mar 2026
An end-to-end cobot application that turns photos or line art into physical pen drawings with a Lexium cobot, with a safety-interlocked desktop HMI for industrial demos.
View details about Rob Ros — Cobot Drawing SystemSelf-directed practice projects built independently to develop hands-on LLM skills — not client-delivered or production systems.
2025 – Present
A RAG pipeline over sample documents using a FAISS vector database and LangChain / LlamaIndex to answer queries grounded in the source.
LangChain · LlamaIndex · FAISS · OpenAI API
2025 – Present
A multi-modal support assistant routing text, voice and image inputs through tools, and a multi-agent workflow for retrieval, analysis and reporting.
LangChain · Autogen · Function calling · Gradio
2025 – Present
An audio-to-summary tool comparing frontier and open-source models, and a price-prediction model fine-tuned with LoRA/QLoRA.
Transformers · PEFT · LoRA/QLoRA
Ithinka Information Technologies
Jul 2022 – Present · 3 roles
Oct 2023 – Present
Own end-to-end delivery of computer vision projects: dataset design, model training and optimization, edge deployment and production monitoring. Work directly with clients from requirements through go-live, including on-site installation and end-user training. Mentor junior engineers and interns, and produce technical documentation for every delivered project.
Oct 2022 – Sep 2023
Started on the data team, building an anomaly detection system for abnormal network traffic on monitored servers — including balancing a highly imbalanced dataset — and presenting weekly progress reports to stakeholders. Then moved into computer vision, delivering dataset and model-training work on industrial quality-control projects such as End-of-Line Inspection and Spring Sorting.
Jul 2022 – Sep 2022
Mezopotamya Living Lab · program delivered by Ithinka
Completed a 3-month data science training program covering data analysis and machine learning workflows, and was hired by Ithinka at the end of the program.
Erciyes University
2015 – 2018
LLM Engineering: Master AI, Large Language Models & Agents
Udemy · Aug 2025
Image Processing with Deep Learning: Python, OpenCV, Keras
Udemy
Python A-Z™: Data Science and Machine Learning
Udemy
Data Science Training
Mezopotamya Living Lab · delivered by Ithinka
Python and TensorFlow for Data Science
BTK Akademi
Have an LLM, RAG or computer vision project in mind — or something that needs to go from prototype to production? I’d be glad to hear about it. I work remotely.
Email: [email protected].
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