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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloud strategy-cloud Public

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBI DeepLearning-HBI Public

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_Controller EtherCat_Piston_Controller Public

    Industrial Automation Example

    HTML

  4. Inovako_Ins_Segmentation Inovako_Ins_Segmentation Public

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook