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Hello, I'm

Mertcan Gelbal

ML Engineer & MLOps Specialist

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About Me

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Experience

2+ years
ML & Software Development

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Education

B.Sc. Computer Engineering
Marmara University

Artificial Intelligence Engineer with hands-on experience in machine learning, large language models (LLMs), and MLOps pipelines. Skilled in Python, PyTorch, Docker, and cloud platforms (AWS, Azure), with a proven ability to design, deploy, and monitor production-ready AI systems. I have contributed to LLM-based applications, multimodal AI solutions, and edge deployments through internships and TÜBİTAK-backed research projects. My work spans the entire AI product lifecycle — from data collection and model training to cloud deployment and continuous monitoring. Passionate about building scalable, reliable, and impactful AI solutions that bridge the gap between research and real-world applications on a global scale.

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Experience

Programming & Development

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Python (3+ years)

Advanced

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SQL

Experienced

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Git & Version Control

Advanced

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Flask/FastAPI

Experienced

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Docker

Experienced

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REST APIs

Experienced

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Jupyter Notebooks

Experienced

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C

Experienced

MLOps & Machine Learning

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PyTorch & TensorFlow

Experienced

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Hugging Face & LangChain

Experienced

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AWS & Azure

Experienced

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NVIDIA Jetson & Edge AI

Experienced

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Pandas & NumPy

Experienced

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Scikit-learn

Experienced

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CI/CD Pipelines

Experienced

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Linux & Shell

Advanced

Work Experience

AI Engineer Intern

Bluesense AI – Vancouver, Canada (Remote)

07/2025 – 08/2025

  • Developed ML models with Python, PyTorch, and scikit-learn
  • Built data preprocessing pipelines, performed hyperparameter tuning, and evaluated models
  • Used AWS cloud for experimentation and workflow optimization

Generative AI Intern

Openzeka – Ankara, Türkiye

09/2024 – 01/2025

  • Designed and deployed containerized ML pipelines for multimodal AI models on NVIDIA Jetson
  • Integrated video/image real-time inference APIs with Docker & Gradio
  • Collaborated on edge AI deployment and optimized system performance

Software Engineer Intern

Intertech – Istanbul, Türkiye

06/2024 – 08/2024

  • Developed and deployed LLM-based chatbot pipelines using Python, Flask, and Docker
  • Fine-tuned financial-domain models and deployed them on Azure cloud infrastructure
  • Implemented pipeline monitoring and REST + STT/TTS integration for scalable systems
  • Utilized Azure services for model hosting, monitoring, and CI/CD pipeline automation
  • Worked with Azure Machine Learning for model training and deployment workflows

Embedded Systems Intern

Quark Optical – Istanbul, Türkiye

07/2023 – 09/2023

  • Built real-time signal processing pipelines using STM32 and embedded Linux
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Browse My Recent

Projects

LLM Chatbot System

Large Language Model-based conversational agent. Production-ready chatbot system using Flask, Docker, and Azure cloud.

Python Flask Docker Azure

University Library gRPC

Microservice architecture developed with Protocol Buffers and gRPC. University library management system.

Go gRPC Protocol Buffers Microservices

Docker Task Manager

Flask-based task manager application and workshop materials developed for learning Docker technology.

Docker Flask Python Containerization

Signature Forgery Detection

Signature forgery detection using Artificial Neural Networks. Computer Vision and Machine Learning techniques.

Python Neural Networks OpenCV Computer Vision
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