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RsGoksel/README.md
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About

AI/ML Engineer focused on computer vision, reinforcement learning, and evolutionary algorithms. I build robust ML systems and explore the intersection of classical optimization with modern deep learning — from edge inference to multi-agent control.

Research interests: Neural Architecture Search · Distributed Training · Edge AI Optimization


Projects

Computer Vision

Cpp-Object-Detection-Yolov5-OpenCV Real-time YOLOv5 inference engine in C++ via ONNX Runtime — 60+ FPS on edge devices
G_ESRGAN Enhanced ESRGAN for 4× image & video super resolution with perceptual loss tuning
Military-Vehicles-Detection YOLOv5 fine-tuned on a custom military vehicle dataset
Breast-Tissue-Cropper-Tools Medical imaging pipeline for automated mammogram tissue segmentation

Reinforcement Learning

Full collection → RsGoksel/Reinforcement-Learning

Mechopter PyGame-based quadcopter simulator with PPO-trained flight controller
Reinforcement-Learning-PongGame PPO agent trained to play Pong from raw frames
Snake-Game_PPO-Solution OpenAI Gym Snake environment solved with PPO — training curves included

Evolutionary & Classical Optimization

Full collection → RsGoksel/Genetic-Algorithms

SnakeGame-with-GeneticAlgorithm Neural network controller for Snake evolved entirely via genetic algorithm
Partical-Swarm-Optimisation-Examples PSO framework with adaptive parameters and convergence analysis

Infrastructure & Tools

Data-Structures-Cpp Foundational data structures in C++ with complexity analysis and memory profiling
HeisenMech_TDD_2024 Hackathon project — #Acıkhack2024TDDİ

Technical Writing

Article
Spike Neural Networks — Neuromorphic computing, temporal coding, hardware acceleration
Particle Swarm Optimization — Theory, convergence proofs, multi-objective cases
Signal Processing for ML — Classical DSP concepts bridged to deep learning

Contribution Snake
Open to collaboration on AI research and industrial applications

Pinned Loading

  1. G_ESRGAN G_ESRGAN Public

    Both image and video capable ESRGAN model

    Python 1

  2. Cpp-Object-Detection-Yolov5-OpenCV Cpp-Object-Detection-Yolov5-OpenCV Public

    C++ Object Detection with YOLOv5 involves implementing real-time and image object detection using the YOLOv5 model in the C++ programming language, enabling identification and localization of objec…

    C++ 27 2