Abraham S.

Freelance Machine Learning Engineer with 3+ years of experience building and deploying end-to-end Computer Vision models, AI pipelines, and generative image workflows from prototype to cloud production. CORE COMPUTER VISION SERVICES & EXPERTISE: • Object Detection & Tracking: Implementing and training YOLO (YOLOv8, YOLOv9, YOLOv10, YOLOv11), Faster R-CNN, and SSD architectures. Experienced in real-time object tracking using Byte Track (ByteTrack) and Bot SORT (BoT-SORT). • Image Segmentation & Classification: Custom semantic segmentation, instance segmentation, and image classification pipelines using PyTorch, TensorFlow, Keras, and OpenCV. • Generative AI & Image Generation: Advanced ComfyUI workflow automation, Stable Diffusion, Flux, Dreambooth fine-tuning, ControlNet, and IP Adapter integrations. • GANs & Image Processing: Image restoration, denoising, deskewing, despeckling, and super-resolution using Real-ESRGAN, ESRGAN, CycleGAN, and Neural Style Transfer (NST). • OCR & Document Intelligence: Optical Character Recognition (OCR) for structured documents, multi-format images, and noisy datasets. MLOPS, CLOUD INFRASTRUCTURE & DEPLOYMENT STACK: • Deployment & APIs: Building scalable REST APIs using FastAPI and Flask for serverless and dedicated model deployment. • Containerization & Orchestration: Docker containers and Kubernetes clusters for reproducible AI infrastructure. • Data & Experiment Management: MLOps pipelines utilizing DVC (Data Version Control) for data versioning and MLflow for machine learning experiment tracking. • Cloud Providers: Cloud architecture and deployment on AWS (Amazon Web Services), Runpod, Exoscale, Hugging Face Spaces, and custom Linux servers. TECHNICAL SKILLS & TOOLS MATRIX: Machine Learning • Computer Vision • Deep Learning • MLOps • Python • PyTorch • TensorFlow • Keras • OpenCV • Scikit-learn • Hugging Face • Diffusers • FastAPI • Flask • Docker • Kubernetes • MLflow • DVC • AWS • Runpod • Exoscale • YOLOv11 • ComfyUI • Stable Diffusion • Flux • Object Detection • Image Segmentation • OCR • Object Tracking