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Education
09/2024 – presentAnkara, Turkey
Middle East Technical University, Masters

Computer Engineering Masters Program

2019 – 01/2024Ankara, Turkey
Middle East Technical University, Bachelors

Computer Engineering. CGPA: 3.08

2017 – 2019Ankara, Turkey
Hacettepe Univesity

Medical School (Left after 2 years)

Work Experience
07/2024 – present
EXA4MIND, Researcher-Developer
  • •I design and conduct experiments on data streaming topics using tools like Airflow, Kafka and ZeroMQ.
  • •I also have general resposibilities like keeping up with other work packages, giving out a helping hand to other researchers and managing some environments like project servers.
    • 09/2023 – 06/2024İstanbul, Turkey
    Orion Innovation, Junior Software Designer
  • •Completed 3 standalone projects, with NLP, LLM and ML topics covered.
  • •Designed system architectures to create ai solutions to existing problems.
  • •Implemented and tested these system architectures and presented them to various companies.
    • 07/2023 – 09/2023Ankara, Turkey
    Middle East Technical University, Mentor/Assistant
  • •Mentored a 2-month intern while studying at METU; co-developed and curated an image dataset on information loss topic.
    • 07/2022 – 09/2023Ankara, Turkey
    Middle East Technical University, Contributor
  • •Contribution to design and content of two textbooks, intensively covering the image processing and signal processing topics.
  • •Developed example codes, created figures and wrote example questions for the book content.
    • 08/2022 – 03/2023Ankara, Turkey
    Middle East Technical University, Research Assistant
  • •Research assistant in a research group working on energy modeling and machine learning topics.
  • •Trained my own models for energy consumption prediction using Scikit-learn library and analysed models using wandb framework.
    • 2022Ankara, Turkey
    Middle East Technical University, Image Processing Intern
  • •2 months of internship on image processing lab of middle east technical university, helped on visualizing and testing an existing machine learning model of a doctorate student.
    • 2022Ankara, Turkey
    Better Life Communication, Junior Full-stack Developer
    2020Istanbul, Turkey
    Digital Planet, Front-end Developer Intern
    Publications (First Author)
    Robin Koç
    26/10/2024
    ReRag: A New Architecture for Reducing the Hallucination by Retrieval-Augmented Generation, Robin Koç, Fatoş T. Yarman Vural, Mustafa Kağan Gürkan
    09/10/2023
    Modelling human intuition to complete the missing information in images, represented by two dimensional signals, Robin Koç, Fatoş T. Yarman Vural

    International Conference on Electromagnetics in Advanced Applications (ICEAA 2023)

    (Accepted but did not attend.)

    Projects
    RAG System Designs
  • •Built an offline, deployable Retrieval Augmented Generation (RAG) QA system using Llama models and LangChain, integrated with front-end.
  • •Developed a customer service chatbot utilizing ChatGPT within Flowise framework, enhanced by NLP techniques.
  • •Authored a research paper introducing a novel evaluation method for improving RAG systems.
    • CNN Architecture for Intuition Application
  • •Came up with a new intuition definition from my observations of human visual system.
  • •Designed a model showcasing the capabilities of my intuition definition, incorporating new layers with CNN architecture.
  • •Succesfully increased the resilience of CNN architecture against information loss scenerios.
    • Graduation Project, Drums Villain
  • •A VR game project made with Unity in a group of 5 students.
  • •I was trusted with design of all 3D models and posters and trailers, worked on some bug fixes using C#.
  • •The project was awarded the honorable mention by school committee.
    • Django-React
  • •For personal experience I built and deployed a customizable full stack app (Django back-end, React front-end) featuring an admin panel and dynamic user-defined subpages.
    • Ant Colony Simulation
  • •Developed a Python-based multi-agent simulation featuring adaptive behaviors, FSMs, pathfinding, and pheromone communication.
  • •Created a responsive visual interface with animated sprites and UI using Pygame, efficiently supporting up to 200 agents.
    • Skills
    ML/NLP

    Computer Vision, Image Processing, NLP, LLMs

    Frameworks/Tools

    React, Django, Flask, LangChain, Airflow

    Databases & Streaming

    SQL, ChromaDB, Kafka, ZeroMQ

    Devops/Administration

    Docker, Linux Server Management

    Robin Koç