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omersarikayaa/README.md

Hi 👋, I'm Ömer Faruk Sarıkaya

Computer Engineering student focused on machine learning, computer vision, and autonomous systems


About me

I'm a Computer Engineering student who enjoys building practical projects in machine learning, computer vision, and autonomous systems.

Most of my recent work has been around reinforcement learning, UAV simulation, visual perception, and applied machine learning. I like taking a problem beyond a basic notebook: building a working prototype, testing it, and documenting how it behaves and where its limits are.

Right now, I'm strengthening my machine-learning foundation while continuing to work on autonomous navigation and intelligent decision systems.

Selected projects

Project What I built Stack
Drone RL in AirSim PPO-based autonomous drone pursuit with a LiDAR safety layer and moving-target tracking in AirSim Python · PPO · Stable-Baselines3 · Gymnasium · AirSim · PyTorch
Autonomous Car in AirSim OpenCV- and depth-assisted autonomous driving prototype using road-network guidance, local mapping, trajectory planning, and safety logic Python · OpenCV · AirSim · NumPy
UAV Autonomous Patrol — YOLOv8 Dual-UAV patrol and aerial monitoring system with real-time YOLOv8 object detection Python · YOLOv8 · OpenCV · AirSim
KÖPRÜ-AI Explainable social-feed reranking prototype combining constructiveness, topic relevance, interaction clustering, and language-risk signals Python · scikit-learn · TF-IDF · Logistic Regression · K-Means
VeriGuard-AI Local CSV data-quality analysis tool with anomaly detection, drift analysis, leakage checks, and automated reporting Python · Streamlit · pandas · scikit-learn · Isolation Forest
Telco Customer Churn ML End-to-end churn prediction with leakage-safe preprocessing, model comparison, tuning, and test evaluation Python · pandas · scikit-learn · Random Forest · Jupyter

What I'm working with

  • Machine Learning: scikit-learn, model evaluation, feature engineering, classification, clustering
  • Reinforcement Learning: PPO, Gymnasium, Stable-Baselines3
  • Computer Vision: OpenCV, YOLOv8, image-processing pipelines
  • Autonomous Systems: Microsoft AirSim, UAV simulation, LiDAR-based safety logic, local planning
  • Data: pandas, NumPy, Matplotlib, seaborn, SQL
  • Development: Python, Linux, Git, GitHub, Docker, Streamlit

Languages and tools

Languages and platforms Tools and libraries

LinkedIn

Machine Learning Computer Vision Reinforcement Learning Autonomous Systems AirSim

NumPy pandas Matplotlib seaborn

Contribution flow

Animated contribution snake

GitHub activity

Ömer Faruk Sarıkaya's GitHub streak

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