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I build production-ready computer vision systems, backed by 4+ years of hands-on experience — real-time detection, segmentation, and tracking that run fast and stay stable on NVIDIA Jetson, GPU workstations, on-prem servers, and in the cloud. It starts with data. I specialize in high-precision video and image annotation, but I don't stop at labeling: I build clean, consistent datasets and use them to train high-performing YOLO and custom CNN models, so you get an end-to-end solution rather than just a labeled folder. From dataset creation to YOLO training, TensorRT optimization, and production integration — including live CCTV stream inference — I build computer vision systems that work reliably on real hardware. WHAT I DELIVER - Dataset Creation & Annotation High-precision bounding-box, polygon, and video annotation; dataset cleaning, class balancing, and consistency checks - End-to-End Deep Learning Pipelines Data collection & annotation → dataset optimization → model architecture selection → training → evaluation → optimization → deployment - Real-Time Object Detection & Multi-Object Tracking Optimized YOLO pipelines with stable tracking (DeepSORT / ByteTrack / BoT-SORT / McByte) - Real-Time CCTV Stream Inference Multi-camera RTSP/IP stream processing, live detection and tracking, and event-based alerts on edge or server hardware - OCR & Document Intelligence OCR model training and optimization (PaddleOCR, Tesseract, EasyOCR), document preprocessing, information extraction, structured output, and handling of difficult documents (low quality, skewed, handwritten, multi-language) - Edge AI Acceleration & Performance Optimization TensorRT conversion, CUDA acceleration, latency reduction, memory tuning, FPS improvements TECH STACK Deep Learning: PyTorch, CNN architectures, YOLO variants Computer Vision: OpenCV, real-time video processing, detection & tracking, CCTV/RTSP streams OCR: PaddleOCR, Tesseract, EasyOCR Optimization: TensorRT, CUDA Systems: Linux, embedded systems, NVIDIA Jetson Annotation Tools: CVAT, Roboflow, LabelMe, MakeSense.ai, and others Share your goal and a sample of your data, and I'll propose a clear technical approach and a realistic delivery plan.

Precision data drives accurate AI. I help enterprises and startups build production-grade datasets with expert labeling and scalable annotation workflows. With 𝟒+ 𝐲𝐞𝐚𝐫𝐬 of experience as a 𝐓𝐨𝐩 𝐑𝐚𝐭𝐞𝐝 𝐏𝐥𝐮𝐬 with 𝟓.𝟎/𝟓.𝟎 𝐑𝐚𝐭𝐢𝐧𝐠𝐬 and a team of 𝟏𝟎𝟎+ 𝐬𝐤𝐢𝐥𝐥𝐞𝐝 𝐚𝐧𝐧𝐨𝐭𝐚𝐭𝐨𝐫𝐬 at 𝐀𝐒𝐀 𝐈𝐓 𝐂𝐨𝐧𝐬𝐮𝐥𝐭𝐚𝐧𝐭𝐬, I have overseen the creation of datasets for over 100 production-grade AI models for big tech companies i.e 𝐒𝐚𝐡𝐚𝐫𝐚𝐀𝐢, 𝐌𝐨𝐨𝐧𝐕𝐚𝐥𝐥𝐞𝐲 & 𝐇𝐞𝐲𝐠𝐞𝐧 𝐭𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 etc. My work supports critical applications in medical imaging, agriculture, autonomous vehicles and security systems. 𝐂𝐨𝐫𝐞 𝐒𝐞𝐫𝐯𝐢𝐜𝐞𝐬: 𝐈𝐦𝐚𝐠𝐞 & 𝐕𝐢𝐝𝐞𝐨 𝐀𝐧𝐧𝐨𝐭𝐚𝐭𝐢𝐨𝐧: Polygon, Semantic, Instance and Panoptic Segmentation. 𝐎𝐛𝐣𝐞𝐜𝐭 𝐃𝐞𝐭𝐞𝐜𝐭𝐢𝐨𝐧: Bounding Boxes, 3D Cuboids, Keypoints and Landmarks. 𝐃𝐚𝐭𝐚 𝐏𝐫𝐨𝐜𝐞𝐬𝐬𝐢𝐧𝐠: Dataset Cleaning, Structuring, Preprocessing and Quality Assurance. 𝐀𝐈 𝐂𝐨𝐧𝐬𝐮𝐥𝐭𝐚𝐧𝐜𝐲: Labeling strategies for model training, accuracy optimization and AI Model Training. -------------------------------------------------------------------------------------------------------------------------- 𝐓𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐏𝐫𝐨𝐟𝐢𝐜𝐢𝐞𝐧𝐜𝐲: 𝐓𝐨𝐨𝐥𝐬: CVAT, Labelbox, SuperAnnotate, Roboflow, VGG Image Annotator. 𝐒𝐤𝐢𝐥𝐥𝐬: Computer Vision Software, Data Collection, Data Labeling, Automation. -------------------------------------------------------------------------------------------------------------------------- 𝐖𝐡𝐲 𝐏𝐚𝐫𝐭𝐧𝐞𝐫 𝐖𝐢𝐭𝐡 𝐌𝐞? 𝐒𝐜𝐚𝐥𝐚𝐛𝐢𝐥𝐢𝐭𝐲: Instant access to a vetted team for large-volume projects without compromising quality. 𝐀𝐈-𝐀𝐰𝐚𝐫𝐞 𝐋𝐚𝐛𝐞𝐥𝐢𝐧𝐠: I annotate with the model’s end-performance in mind, focusing on edge cases and accuracy. 𝐒𝐞𝐜𝐮𝐫𝐢𝐭𝐲: Enterprise-grade data security and confidentiality protocols. -------------------------------------------------------------------------------------------------------------------------- Ready to improve your model’s accuracy with precise Data Annotation? 𝐈𝐧𝐯𝐢𝐭𝐞 𝐦𝐞 𝐭𝐨 𝐲𝐨𝐮𝐫 𝐣𝐨𝐛 𝐬𝐨 𝐰𝐞 𝐜𝐚𝐧 𝐝𝐢𝐬𝐜𝐮𝐬𝐬 𝐲𝐨𝐮𝐫 𝐝𝐚𝐭𝐚𝐬𝐞𝐭 𝐫𝐞𝐪𝐮𝐢𝐫𝐞𝐦𝐞𝐧𝐭𝐬.

A very simple guy who is passionate about robotics and trekking. i have more than year experience in robotics simulation using NVIDIA Omniverse platforms. My recent project includes automated synthetic data generation and reinforcement learning using Isaac lab and arena.

🔹 Top Rated Machine Learning Engineer | Expert in Detection, Tracking, Classification & OCR I specialize in building high-accuracy computer vision models — from object detection and classification to keypoint detection and OCR. With deep experience in YOLO (v8–v11), TensorFlow, and PyTorch, I’ve delivered results across industries including healthcare, logistics, and agriculture. 🚀 Highlighted Projects: 🔍 License Plate Recognition & Number Swapping — for Korean and Kazakh vehicles 🏥 COVID-19 & Viral Pneumonia Detection — 95%+ accuracy using X-ray images 🍎 Fruit Detection (Apple, Peach, Potato) — precision object detection with YOLO 📄 OCR & Keypoint Detection — paper/card ID localization and tracking 🏎️ Speed Estimation & Vehicle Tracking — model fusion using YOLO + Deep SORT ⚙️ Core Skills & Tools: YOLOv5/v8 | TensorFlow | PyTorch | OpenCV | ONNX Object Detection, Classification, OCR, Keypoint Detection High-speed model training on RTX 4080 Super As a Top Rated freelancer, I deliver clean, efficient, and production-ready models on time and with clear communication. Let’s bring your vision to life. 📩 Message me — I respond quickly and build fast.