Summary
Overview
Work History
Education
Skills
Certification
Achievements And Leadership
Project Highlights
Kaggle
Timeline
Eren Gemici

Eren Gemici

Machine Learning Developer - Multimodal AI & Cloud Specialist
Istanbul

Summary

Innovative and results-oriented Machine Learning Developer with hands-on experience in multimodal AI, LLM fine-tuning, and real-time deployment on AWS, Azure, and edge devices. Expertise in Computer Vision, NLP, Bayesian learning, and scalable AI systems. Skilled in SQL-driven data analysis, Agile methodologies, and model lifecycle management. Proven impact in AI education, startup deployments, and research-grade systems.

Overview

4
4
years of professional experience
5
5
years of post-secondary education
3
3
Certifications

Work History

Instructor - AI & Software Development

Arı Bilgi
08.2024 - 05.2025
  • Delivered advanced courses in Python, Machine Learning, and Deep Learning.
  • Designed project-based learning paths aligned with CRISP-DM.
  • Mentored 50+ students in capstone projects focused on finance, HR, and predictive analytics.
  • Generated 20% increase in student placement via industry-aligned applications.

AI Engineer Intern

Inovako
01.2024 - 12.2024
  • Created defect detection system using CNNs deployed on AWS SageMaker.
  • Reduced manual inspection time by 40% with automated vision tools.

Machine Learning Developer

Elizya Robotics
10.2021 - 10.2024
  • Developed underwater CV models using TensorRT for autonomous navigation.
  • Deployed real-time object detection systems using YOLOv5 on Jetson Nano.
  • Led a team of 3 junior AI engineers; introduced versioning & model evaluation pipelines.

Instructor - AI & Data Science

Atölye Ataşehir
01.2024 - 07.2024
  • Mentored real-world AI projects using FastAPI, Streamlit, and Hugging Face.
  • Focused on NLP pipelines, custom token classification, and deployment workflows.

AI Engineer Intern

SAB Robotics
05.2023 - 11.2023
  • Developed CV modules for agriculture-focused ROVs.
  • Utilized GANs to augment crop health data with synthetic samples.

Education

Bachelor of Science - Mechatronics Engineering

Işık University, Turkey
01.2021 - Current
  • Graduate | Project Student - Turkish MoNE, Malatya Science Center
  • Completed advanced curriculum in Robotics, AI, Applied Sciences
  • Certified in National Robotics Project Program

Skills

Python

Certification

Kaggle Advanced ML & Data Engineering

Achievements And Leadership

  • 2nd Place - GIS Hackathon by MAPIN Technologies: Developed a geospatial ML model using real-world GIS data.
  • 4th Place - Bootcamp24, YTU Entrepreneurship Club: Designed an AI-driven startup pitch.
  • 7th Place - Retail Analytics Datathon, Invent Analytics: Created a forecasting model for inventory planning.
  • Founder - Artificial Intelligence Clubs Association.
  • Founder - Işık AI & Data Science Club.

Project Highlights

  • LLM-Based Financial Advisor Chatbot, Integrated OpenAI GPT, TradingView_TA, and yfinance for real-time stock analysis., Built intent detection module; deployed as a Django-based web application with user authentication, financial dashboard, and real-time analytics., Result: 2x increase in session duration for financial users., Project source and implementation details available upon request (NDA protected).
  • Alloy Composition Prediction using Bayesian CNN, Applied Monte Carlo Dropout to perform uncertainty-aware regression on spectrometry data., Combined real-world + synthetic data for 10x robustness in low-sample settings.
  • Omnivor Agricultural ROV - SAB Robotics, CV-based autonomous rover for smart farming applications., Showcased in SAB Robotics innovation post (LinkedIn)., Project source code, design documents, and training pipeline available under NDA.
  • Automotive Parts Segmentation - Inovako, Instance segmentation pipeline built on custom CNNs., Deployment on AWS with real-time alerting dashboard., Model architecture and training data handling available upon request (NDA protected).

Kaggle

kaggle.com/erengemc

Timeline

Instructor - AI & Software Development - Arı Bilgi
08.2024 - 05.2025
AI Engineer Intern - Inovako
01.2024 - 12.2024
Instructor - AI & Data Science - Atölye Ataşehir
01.2024 - 07.2024
AI Engineer Intern - SAB Robotics
05.2023 - 11.2023
Machine Learning Developer - Elizya Robotics
10.2021 - 10.2024
Işık University - Bachelor of Science, Mechatronics Engineering
01.2021 - Current
Eren GemiciMachine Learning Developer - Multimodal AI & Cloud Specialist