Umut Ağrıman
AI Engineer
AI engineer focused on traditional machine learning and large language models. A Computer Engineering student with a GPA above 3.20, building both technical (ML/DL) and domain-specific (RAG, agents, LLMs) solutions.
Skills
- LLM Fine-Tuning (LoRA)
- AI Agents (LangChain / LangGraph)
- Machine Learning
- Data Science
- TensorFlow
- PyTorch
- Pandas
- ASP.NET Core MVC
- VPS Management
- PostgreSQL
- TEKNOFEST Health AI — Stroke Detection (2025)
- TEKNOFEST Health AI — Missense Variant Classification (2026)
Experience
Education
Düzce University
Jul 2022 – Jul 2027 (Present)
Bachelor's Degree · Computer Engineering
GPA: 3.26
Certificates
YDS (Foreign Language Exam)
ÖSYM · 2026-04
Valid until: 2031-04
Scored 80 — accepted as equivalent to IELTS 7.0. Note: a candidate holding IELTS 7.0 would typically speak more fluently.
Feature Engineering for Machine Learning
Miuul · 2025-02
Python for Data Science and Machine Learning
Miuul · 2025-01
Featured Projects
LLM
Aug 2026
LLM Hardware & Cost Architect
Open-source VRAM, throughput and cost calculator for LLM inference and fine-tuning.
LLM · Fine-Tuning
Aug 2026
Düzce Internship Assistant (Gemma 4 2B, LoRA)
A LoRA fine-tuned Gemma 4 2B model answering Düzce University internship FAQ.
Agents
Mar 2026
SelectheBestTool — Agent Architecture for Tool Selection
An agent architecture that selects the best tool for a user query via filtering and semantic scoring.
Traditional ML
Feb 2026
Missense Variant Classification
ML pipeline classifying missense SNVs as pathogenic or benign for TEKNOFEST 2026.
RAG
Dec 2025
YouTube Video Q&A Assistant (LangChain RAG)
RAG assistant that summarizes YouTube videos and answers questions about their content.
Other
Apr 2026
Course Note Sharing System
ASP.NET Core MVC app for sharing course notes with role-based admin management.
Other
Jun 2025
Advanced Python
A 9-week advanced Python journey from decorators to FastAPI and JWT auth.