Bertuğ Taş

ML Engineer & Data Scientist — İzmir

ABOUT

Data Science &
Machine Learning Engineer

I am a 3rd year Computer Science student at Dokuz Eylül University, specializing in data science and machine learning. I actively work on medical image analysis, deep learning architectures, and ML model deployment.

I develop open-source Python libraries, conduct TÜBİTAK-funded research, and represent my country in national competitions like Teknofest.

Data Science & Machine Learning
Medical Image Analysis (CNN, MRI)
Python · scikit-learn · TensorFlow · PyTorch
ML Model Deployment (FastAPI, Docker)
TÜBİTAK 2209-A & 1002-A Researcher
İzmir, Turkey 🇹🇷
Available — Open to Collaboration

PROJECTS

Featured Projects

Open-source tools and competition projects taken from research to production.

  • bt-flow

    Featured ⭐

    From trained model to production-ready FastAPI in a single line of code. Open-source Python library that automatically converts scikit-learn models into REST APIs.

    • Python
    • FastAPI
    • scikit-learn
    • PyPI
  • Brain MRI Classification

    Deep learning-based tumor classification in brain MRI images. Open-source codebase for the TÜBİTAK 2209-A research project.

    • Python
    • TensorFlow
    • CNN
    • OpenCV
  • ML Breast Cancer Classification

    1 ⭐

    Breast cancer diagnosis using Logistic Regression, Random Forest, KNN, and SVM. Comparative analysis of classical ML methods.

    • Python
    • scikit-learn
    • ML
    • Healthcare
  • NAC-PCR Prediction

    Medical AI

    Pathological complete response (PCR) prediction after neoadjuvant chemotherapy. Machine learning application in oncology.

    • Python
    • ML
    • Oncology
    • Prediction
  • Seismic AI Project

    AI-based approach for seismic data analysis. Pattern recognition and classification in earthquake data.

    • Python
    • AI
    • Signal Processing
    • NumPy
  • PredictiveOps Platform

    Predictive analytics platform for operational data. Real-time ML model inference in production environments.

    • Python
    • MLOps
    • FastAPI
    • Docker

RESEARCH

Active Research

TÜBİTAK-funded projects and competitive research initiatives.

  • TEKNOFESTCOMPLETED

    3T Competition in Oncology — IDH Mutation Detection

    Radiomics and ML-based system for IDH mutation detection from diffuse glioma MRI images. AI application in oncology.

    • Python
    • Radiomics
    • MRI
    • scikit-learn
    • ML
  • YAYINPUBLISHED

    Micro-Seismic Pattern Detection: Deep Learning & LLM Integration

    Early warning system for the construction sector. Micro-seismic pattern detection through deep learning and large language model integration.

    • Deep Learning
    • LLM
    • Seismic
    • Early Warning
    • Construction
    View on ResearchGate
  • YAYINPUBLISHED

    Generative AI in Digital Media: The Transformative Impact of LLMs

    Generative AI applications in digital media. Comprehensive analysis of large language models' role and transformative impact.

    • Generative AI
    • LLM
    • Digital Media
    • NLP
    View on ResearchGate

Get in Touch

Have a project in mind? Drop me a message.

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