Resume

General Information

Name Kerem Delikoyun
Speciality Machine Learning Engineer
Email kerem.delikoyun@tum-create.edu.sg

Work

  • Aug 2021 - Present

    Singapore

    Research Associate
    TUMCREATE
    • Computer vision, natural language processing, agentic AI, medical imaging, machine learning

Education

  • Dec 2025

    Germany

    Doctor of Philosophy (Ph.D.)
    Electrical and Computer Engineering, Technical University of Munich
  • Mar 2023

    Germany

    Masters of Science (M.Sc.)
    Physics, Technical University of Munich
  • Jun 2015

    Turkey

    Bachelor of Science (B.Sc.)
    Engineer Physics, Gaziantep University

Awards & Honors

  • Mar 2025

    Singapore

    TextArena Agent Hackathon Finalist
    AITinkerers
  • Mar 2023

    Germany

    M.Sc. with the highest distinction
    Technical University of Munich
  • Oct 2020

    Turkey

    4th Place in National Patent Competition
    Turkish Patent Institute
  • Jun 2015

    Turkey

    B.Sc. as salutatorian
    Gaziantep University

Certificates

  • AWS Certified AI Practitioner
    • Amazon Web Services (AWS) - Issued Oct 2024 · Expires Oct 2027
  • AWS Certified Cloud Practitioner
    • Amazon Web Services (AWS) - Issued Oct 2024 · Expires Oct 2027
  • Large Language Model (LLM)
    • DataTalksClub - Issued Oct 2024
  • MLOps
    • DataTalksClub - Issued Sep 2024

Publications

2025

  1. TriAgent: Automated Biomarker Discovery with Deep Research Grounding for Triage in Acute Care by LLM-Based Multi-Agent Collaboration
    Kerem Delikoyun, Qianyu Chen, Win Sen Kuan, and 3 more authors
    arXiv, 2025
    View paper
  2. Real-Time Deep Learning Phase Imaging Flow Cytometer Reveals Blood Cell Aggregate Biomarkers for Haematology Diagnostics
    Kerem Delikoyun, Qianyu Chen, Liu Wei, and 13 more authors
    arXiv, 2025
    View paper
  3. RT-HAM: Real-Time Holographic Agent Microscopy – An End-to-End Foundation Model for Quantitative Phase Imaging in Haematology Diagnostics Towards Automated Discovery of Predictive Biomarkers in Acute Care
    Kerem Delikoyun, Qianyu Chen, Liu Wei, and 9 more authors
    Computer Vision for Science Workshop, CVPR 2025, 2025
    View paper
  4. OAH-Net: A Deep Neural Network for Efficient and Robust Hologram Reconstruction for Off-Axis Digital Holographic Microscopy
    Wei Liu*, Kerem Delikoyun*, Qianyu Chen, and 7 more authors
    Biomedical Optics Express, 2025
    View paper
  5. Quantitative Analysis of Leukocyte Activation in Inflammatory Acute Conditions Using Digital Holographic Microscopy
    Kerem Delikoyun, Alperen Yildiz, Yijing Jiang, and 5 more authors
    SPIE BIOS West 2025, 2025
    View paper
  6. Through Standardized Measurements for Clinics: A Novel Autofocusing Framework for Digital Holographic Microscopy
    Alperen Yildiz, Yijing Jiang, Kerem Delikoyun, and 3 more authors
    SPIE BIOS West 2025, 2025
    View paper

2024

  1. Leukocyte Activation Assay Using AI-Enhanced Digital Holographic Microscopy
    Kerem Delikoyun, Qianyu Chen, Johannes Krell, and 7 more authors
    EECSS’24, 2024
    View paper

2021

  1. HologLev: A Hybrid Magnetic Levitation Platform Integrated with Lensless Holographic Microscopy for Density-Based Cell Analysis
    Kerem Delikoyun, Sena Yaman, Esra Yilmaz, and 6 more authors
    ACS Sensors, 2021
    View paper
  2. Deep Learning-Based Cellular Image Analysis for Intelligent Medical Diagnosis
    Kerem Delikoyun, Ersin Cine, Muge Anil-Inevi, and 3 more authors
    Artificial Intelligence for Data-Driven Medical Diagnosis, De Gruyter, 2021
    View paper
  3. Lensless Holographic Microscopy
    Kerem Delikoyun, Ali Aslan Demir, Engin Ozcivici, and 1 more author
    Imaging Modalities for Biological and Preclinical Research: A Compendium, Volume 1: Part I: Ex Vivo Biological Imaging, IOPscience, 2021
    View paper

Patents

  • 2025
    Quantitative Analysis of Immune Cell and Platelet Aggregate Activation Using Realtime and End-To-End Image Processing Framework for Digital Holographic Microscopy
    10202500263R (patent pending)
  • 2024
    Real-Time And End-To-End Image Processing Framework for Digital Holographic Microscopy
    10202401892U (patent pending)
  • 2023
    Hybrid Detection and Separation of Target Cells Using Magnetic Levitation and Deep Learning
    WO2023018398A1 (published)
    View Patent
  • 2021
    Cell viability analysis and counting from holograms by using deep learning and appropriate lensless holographic microscope
    WO2021076075A2 (published)
    View Patent
  • 2021
    Protein Detection Using Lensless Holographic Microscopy Imaging Technique in a Magnetic Levitation Setup
    WO2021086293A2 (published)
    View Patent

Skills

  • #Biomedical-imaging
    • Digital Holographic Microscopy (DHM)
    • Quantitative Phase Imaging (QPI)
  • #Computer-vision
    • Convolutional Neural Networks (CNN)
    • Vision Transformers (ViT)
    • OpenCV
    • Image Segmentation & Object Detection
  • #Natural-language-processing
    • Multi-agent Systems
    • Automated Reasoning
    • Deep Research
    • Prompt Engineering
    • Retrieval-Augmented Generation (RAG)
    • Knowledge Graphs
    • LLM frameworks (LangChain, LangGraph)
  • #System-design-development
    • LLMOps
    • MLOps
    • Cloud Computing – Amazon Web Services (AWS)
    • Continuous Integration / Continuous Delivery (CI/CD)
    • Containerization (Docker, Docker Compose)
    • Workflow Orchestration (Prefect)
    • Experiment Tracking (MLflow)
    • API Design & Microservices
  • #Deep-learning
    • Graph Neural Networks (GNN)
    • PyTorch
    • Scikit-learn
    • AutoML (H2O)
  • #Programming
    • Python
    • CUDA
    • SQL
  • #Data-science & analytics
    • Exploratory Data Analysis (EDA)
    • Feature Engineering
    • Data Visualization (Matplotlib, Plotly, Seaborn)
  • #Research & innovation
    • Scientific Writing & Publication
    • Proposal Writing
    • Experimental Design

Languages

  • English: Full professional proficiency
  • Turkish: Native