M. I. Sezer
i@imsezer.comAI Engineer - Pittsburgh, PA
Projects
Production systems, research, and competition builds.
Explore the problems, architecture, and implementation behind selected work in ML, robotics, and web applications. The case studies link to research, source material, and demos.
Recognition
Awards & Competitions
Selected honors from national competitions and institutions.
2nd Place
Young Entrepreneurs Idea Marathon
UNICEF / 2023
1st Place
Entrepreneurship Competition
Atilim University / 2022
1st Place · Eflatun AI
AI in Transportation Competition
TEKNOFEST / 2022
2nd Place
Undergraduate Research Projects
METU / 2020
Work
Selected Projects
9 projects across AI, robotics, and web, with technical case studies for selected work.
graphmem — Knowledge-Graph Memory
Shared persistent memory for AI agents. An MCP server and CLI combine semantic recall, keyword search, and typed graph traversal in Oracle Autonomous Database.
- Python
- Oracle ADB
- MCP
- ONNX
- Knowledge Graphs
SPIRE — Structure-Preserving Retrieval
Research on retrieving evidence from HTML while preserving its document structure. Sentence paths, contextual filtering, and token budgets keep evidence precise and citable.
- HTML
- BGE
- RAG
- Contextual Filtering
Gazi Medical School — Neuroimaging AI
Clinical ML research on Alzheimer’s disease classification from MRI and PET datasets, using 3D convolutional networks and Transformer architectures.
- Python
- PyTorch
- Transformers
- DICOM
- 3D CNNs
Birds by Sezer — Interactive Bird Database
A web client for exploring BIRDBASE through taxonomy, full-text search, species traits, behavior, and conservation data backed by graph relationships.
- Next.js
- TailwindCSS
- Python
- FastAPI
- Neo4j
- Vercel
Dilim — AI Language Learning
AI systems for the Ministry of National Education’s language learning platform, evaluating student text and speech for pronunciation, fluency, grammar, and originality.
- Python
- PyTorch
- NLP
- Speech Recognition
- FastAPI
Eflatun AI — Aerial Traffic Detection
Bird’s-eye-view vehicle and pedestrian detection, a published training dataset, and a first-place TEKNOFEST team result. A companion public demo makes predictions inspectable.
- Python
- PyTorch
- YOLO
- Computer Vision
- OpenCV
Anadolu Agency — GenAI Infographics
A media production workflow combining generative AI and language processing to create visual aids and infographics from news articles.
- Python
- Generative AI
- NLP
- Computer Vision
- FastAPI
Need the complete archive?
GitHub contains source history, package code, prototypes, and older project material.