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I help businesses turn images and video into reliable AI systems that automate inspection, surveillance, counting, tracking, and document processing. Whether you're building a smart camera solution, automating quality control, or extracting data from documents, I develop computer vision systems that are accurate, fast, and ready for production—not just research demos. Many computer vision projects perform well on sample images but struggle in the real world due to poor lighting, motion blur, camera movement, occlusions, or hardware limitations. I build solutions with these challenges in mind from day one, measuring success on your actual data and deployment environment. WHAT I CAN BUILD AI Video Analytics & Object Detection • Detect custom objects such as people, vehicles, products, defects, PPE, animals, and more. • Real-time CCTV and surveillance analytics. • Industrial quality inspection and defect detection. • Vehicle detection, counting, and traffic analytics. • Retail customer analytics and people counting. • Barcode, QR code, and license plate recognition. Multi-Object Tracking • Track hundreds of moving objects across video streams. • Maintain object identities through occlusions and crowded scenes. • Multi-camera tracking and re-identification. OCR & Intelligent Document Processing • Extract structured data from invoices, receipts, IDs, shipping labels, forms, and custom documents. • Validate and organize extracted information for downstream systems. Image Segmentation & Vision-Language AI • Image segmentation for precise object localization. • Visual Question Answering (VQA), image understanding, and scene analysis using modern Vision-Language Models. Edge & Cloud Deployment • Deploy optimized AI pipelines on NVIDIA Jetson, Raspberry Pi, desktop GPUs, or AWS. • Export models using ONNX and TensorRT for low-latency, real-time inference. • Build REST APIs and production-ready services with FastAPI and Docker. MY APPROACH Every project starts by defining success—not by choosing a model. Before development begins, we identify: • Target accuracy • Required inference speed (FPS) • Latency requirements • Deployment hardware • Real-world failure cases From there, I build the complete pipeline—from dataset preparation and model training to optimization, API development, and deployment—ensuring the final solution performs reliably in production, not just in controlled testing environments. INDUSTRIES I WORK WITH • Manufacturing & Industrial Inspection • Logistics & Warehouse Automation • Retail Analytics • Smart Cities & Traffic Monitoring • Security & CCTV Analytics • Healthcare Imaging • Agriculture • Research & AI Products TECHNOLOGIES Python • PyTorch • TensorFlow • OpenCV • YOLO (v8–v11) • RT-DETR • SAM • ByteTrack • DeepSORT • PaddleOCR • AWS Textract • ONNX • TensorRT • NVIDIA DeepStream • FastAPI • Docker • AWS WHY CLIENTS WORK WITH ME ✔ Top Rated freelancer with a 90% Job Success Score. ✔ I build production-ready computer vision systems that are designed for real-world environments—not just benchmark results. ✔ I optimize models for your deployment hardware to achieve the best balance between accuracy, speed, and cost. ✔ I manage the complete development lifecycle, from data preparation and model training to deployment and ongoing improvements. ✔ Clear communication, transparent progress updates, and long-term support throughout the project. If you're looking to automate visual tasks, improve operational efficiency, or build an AI-powered camera system, I'd be happy to help. Send me a short project brief—or even a few sample images or videos—and I'll recommend the best technical approach, discuss the expected performance, and outline a practical implementation plan before we begin.

I help researchers, startups, and businesses turn AI ideas into working MVPs and scalable products through machine learning development, AI model integration, AI/Backend Engineer, Workflow Automations and research-backed implementation & writing support. 🏆 Top Rated | 100% Job Success | about $10K+ Earned | 40+ Completed Upwork Jobs Whether you need to validate an AI idea, integrate an existing model, reproduce research code, or improve an ML pipeline, I can help move your project from concept to a reliable implementation. 🏆 MVPs to Scalable Products | AI Research & Development | Research Support-Asistance 🧠 Deep Learning | Machine Learning | ML Model Training & Fine-Tuning | APIs | LLMs 🌟 2D/3D Vision | Sensors and Medical Data | GitHub & Hugging Face Code Reproduction 🧠 Classification, Regression, Time Series, Forecasting, Detection & Recognition WHAT I CAN HELP YOU BUILD: ✅ AI & Machine Learning MVPs, SaaS, Startup Predictive models, prototypes, backend APIs, AI model integration, and deployment-ready workflows. ✅ Deep Learning & Computer Vision Solutions Image classification, object detection, segmentation, anomaly detection, medical imaging, and 2D/3D vision pipelines. ✅ LLM, RAG & AI Integration OpenAI API integration, LangChain workflows, ChromaDB knowledge bases, retrieval pipelines, and AI-powered applications. ✅ Model Training & Fine-Tuning Data preparation, training pipelines, experimentation, evaluation, optimization, and reproducible implementation. ✅ Research Support & Code Reproduction Research-paper implementation, GitHub and Hugging Face code reproduction, benchmarking, ablation studies, experiment support, and technical reporting. ✅ Medical & Scientific Data Solutions Research-focused machine learning workflows for structured, image, and multimodal datasets. ✅ Time-Series & Sensor Data Solutions Forecasting, anomaly detection, signal processing, predictive modelling, and machine learning workflows for sensor, IoT, and sequential datasets. CORE TOOLS: Python | PyTorch | TensorFlow/Keras | Scikit-learn | OpenCV | Vercel AI | Github | Hugging Face | Flask | FastAPI | OpenAI API | Claude Code | LangChain | ChromaDB | Next.js | SQL | Docker | R/Rstudio | Matlab PyTorch | TensorFlow | Deep Learning | Neural Networks | Machine Learning | Machine Learning Model | Large Language Model | RAG | AI Model Development | AI Model Integration | Data Engineering | biostatistics | Statistical Analysis | Data Engineering | Image processing | Signal Processing WHAT YOU CAN EXPECT ✓ Clear communication and realistic scoping ✓ Clean, reproducible code and documentation ✓ Research-backed implementation decisions ✓ Flexible collaboration across USA, Europe, UK, and Australia time zones I also support Python/R Data Science Data Analysis, NLP, LLMs, OpenAI API, RAG chatbots, Clinical Data, Data Engineering, scraping tasks projects and build ETL pipelines as well as setup databases. Share your idea, dataset, existing codebase, or research paper, and I will help define the most practical path from prototype to implementation.

I am a Computer Vision Engineer with 6 years of experience building real-world AI systems for images, videos, live cameras, documents, and automation workflows. I help clients turn raw visual data into working AI solutions — including object detection, object tracking, segmentation, OCR, pose estimation, face recognition, ANPR, people counting, defect detection, medical image analysis, drone/aerial analysis, and production deployment. I am a Top Rated Plus freelancer with 100% Job Success, 1,800+ Upwork hours, and 5-star client feedback. I do not just train models — I build complete, production-ready systems. My core expertise: • Object Detection & YOLO Custom YOLOv5, YOLOv8, YOLOv9, and YOLOv10 model training for people, vehicles, PPE, products, defects, sports, agriculture, surveillance, and custom objects. • Object Tracking & Video Analytics Real-time tracking using OpenCV, ByteTrack, DeepSORT, StrongSORT, line crossing, zone counting, people counting, vehicle counting, heatmaps, crowd monitoring, and movement analysis. • Live Camera, CCTV & RTSP AI AI pipelines for CCTV, RTSP streams, webcams, drones, surveillance systems, industrial cameras, and real-time detection dashboards. • OCR, ANPR & Document AI Text extraction, number plate recognition, invoice/receipt processing, ID card extraction, table extraction, and document automation using Tesseract, EasyOCR, PaddleOCR, AWS Textract, and custom preprocessing. • Segmentation, Pose & Face AI Image segmentation, pose estimation, action recognition, face recognition, emotion detection, biometric verification, and human activity analysis. • Deployment & Production Systems FastAPI, Flask, Docker, AWS EC2, S3, Lambda, SageMaker, DynamoDB, APIs, dashboards, and cloud-based AI deployment. What I can deliver: ✔ Custom computer vision models ✔ YOLO object detection systems ✔ Real-time tracking and counting pipelines ✔ CCTV/RTSP/webcam AI integration ✔ OCR and ANPR automation ✔ Image segmentation and pose estimation ✔ Face recognition and video analytics ✔ Dataset preparation and annotation guidance ✔ API, dashboard, and cloud deployment ✔ Clean, documented, maintainable code Why clients choose me: ✔ 6 years of computer vision experience ✔ Top Rated Plus freelancer ✔ 100% Job Success Score ✔ 1,800+ Upwork hours ✔ 5-star client feedback ✔ End-to-end delivery: dataset → model → API → deployment ✔ Fast communication and daily progress updates ✔ Production-focused solutions that work in real environments If you need a reliable computer vision engineer to build, fix, improve, or deploy an AI system, send me your project details and I will respond with a clear technical plan.

🏆 Certified Data Scientist and ML Engineer with a proven track record in developing robust machine learning, deep learning, computer vision, and audio processing solutions. 🎯 Efficient, Timely, and Results-Driven Services in the Following Fields: ☑ 𝗢𝗯𝗷𝗲𝗰𝘁 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 • Processing images and videos, including frame extraction. • Creating clean datasets for model training and testing. • Building object detection models from scratch. • Transfer learning and model fine-tuning. • Hyper-parameter optimization. • Evaluating models with real-world data. 𝙏𝙚𝙘𝙝𝙣𝙞𝙘𝙖𝙡 𝙎𝙠𝙞𝙡𝙡𝙨: Pandas, Numpy, Tensorflow, OpenCV, PIL, Scikit-learn ☑ 𝗔𝘂𝗱𝗶𝗼 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 • Processing raw audio files and cleaning noise. • Generating spectrograms, mel-spectrograms, and MFCCs. • Creating and fine-tuning audio classification models. • Utilizing transfer learning for improved performance. 𝙏𝙚𝙘𝙝𝙣𝙞𝙘𝙖𝙡 𝙎𝙠𝙞𝙡𝙡𝙨: Pandas, Numpy, Tensorflow, Librosa, Matplotlib, Scikit-learn ☑ 𝗗𝗮𝘁𝗮 𝗖𝗹𝗲𝗮𝗻𝗶𝗻𝗴 𝗮𝗻𝗱 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 • Balancing datasets and removing irrelevant samples. • Conducting exploratory data analysis. • Extracting business and scientific insights. • Visualizing data with scientific plots and diagrams. 𝙏𝙚𝙘𝙝𝙣𝙞𝙘𝙖𝙡 𝙎𝙠𝙞𝙡𝙡𝙨: Pandas, Numpy, Seaborn, Matplotlib, Scikit-learn ☑ 𝗜𝗺𝗮𝗴𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 • Expertise in image processing, including medical imaging (e.g., mitosis detection in WSI). • Building and fine-tuning DL models. • Deploying models into applications using transfer learning. 𝙏𝙚𝙘𝙝𝙣𝙞𝙘𝙖𝙡 𝙎𝙠𝙞𝙡𝙡𝙨: Tensorflow, Numpy, Matplotlib, YOLO, OpenCV, Laravel, PHP I am committed to transparent communication and timely delivery of results. I strive to exceed client expectations and ensure satisfaction. Feel free to contact me to discuss potential collaborations. I look forward to working with you! Thank you! 🙏🏼😊

Freelancer - Verified Skills from Upwork Test System I am Muhammad Usman Ghani Khan, a seasoned Data Scientist and AI expert with over 20 𝘆𝗲𝗮𝗿𝘀 𝗼𝗳 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗮𝗻𝗱 𝗱𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 experience in machine learning, deep learning, image processing, computer vision, natural language processing, bioinformatics, medical imaging and computational linguistics. 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲: • 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗮𝗻𝗱 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: I earned my PhD in Computer Science (Machine Learning/Artificial Intelligence) from The University of Sheffield, UK. With over 20 years of experience in AI, ML, and data science, I have published more than 200 impact factor publications across various AI domains, including natural language processing, computer vision, and medical applications. • 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻: I am an expert in modern computer vision techniques. I have led numerous R&D projects in image processing, computer vision, and video analysis. My work includes developing machine learning models for object detection, segmentation, and image classification using 2D and 3D images. • Generative AI: I am a well versed trainer and developer working in the new paradigm of GenAI. Following are some of my expertise in the area of GenAi. Natural Language Processing including (i) text processing (ii) feature extraction (iii) word embedding and (iv) RNNs/LSTMs/GRUs Running LLM'S off the Shelf: LLM APIs, Open-source LLMs, Prompt engineering, Structuring outputs Working with vector databases like Chroma, Pinecone, Milvus etc Retrieval Augmented Generation using LangChain and LlamaIndex Prompt Engineering: Few Shot Prompting, Chain-of-thoughts Prompting Supervised finetuning via LoRA and QLoRA Quantization and Model Distillation Agentic Development: LangGraph and Crew AI etc. Deployment of LLMs: LM Studio, LangServe, AWS EC2 Instance etc. Monitoring of LLMs: LangSmith • 𝗡𝗮𝘁𝘂𝗿𝗮𝗹 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 (𝗡𝗟𝗣): I have a deep understanding of NLP techniques and large language models like ChatGPT. My experience includes developing custom NLP solutions for text generation, classification, and information extraction. I have successfully applied NLP to various domains, including biomedical text processing and computational linguistics. • 𝗠𝗲𝗱𝗶𝗰𝗮𝗹 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀: With extensive experience in bioinformatics and medical imaging, I develop AI solutions for healthcare, including the analysis of medical images (X-ray, CT, MRI) and biomedical data. My work spans from data preprocessing and feature engineering to model development and deployment. • 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀: Proficient in TensorFlow and PyTorch, I have hands-on experience in building and training custom neural networks for various applications. My expertise includes using these frameworks for computer vision, NLP, and other machine learning tasks. • 𝗥𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗮𝗻𝗱 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 𝗟𝗲𝗮𝗱𝗲𝗿𝘀𝗵𝗶𝗽: As the Director of National Centre of Artificial Intelligence and founder of multiple research labs, including the Computer Vision & Machine Learning Lab, Bioinformatics Lab, Virtual Reality & Gaming Lab, Data Science Lab, and Software Systems Research Lab, I lead cutting-edge research and innovative projects. • 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗣𝗿𝗼𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Experienced in Python, Java, JSON, Django, Asp.Net, R, MATLAB, and Ubuntu. Skilled in using GitHub for version control and LaTeX for documentation. 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻𝘀: I have created and published freely available video lectures on YouTube for courses in Bioinformatics, Image Processing, Data Mining & Data Science, and Computer Programming. • 𝗠𝘆 𝗩𝗶𝘀𝗶𝗼𝗻: Together we grow! • 𝗠𝘆 𝗠𝗶𝘀𝘀𝗶𝗼𝗻: To be the best for your business or product!

✅ Top 1% AI Freelancer ✅ Top Rated Plus ✅ 100% Job Success Score ✅ $80K+ Earnings ✅ 90%+ Model Accuracies for Clients Over the years I have built production grade AI systems for SMBs combining LLM training, fine-tuning and deployment at scale. Here's what I deliver: ✔️ ML Model Training: High performance pipelines that deliver accuracy using scikit-learn stack for e-commerce, healthcare, fintech. ✔️ LLM Fine-Tuning: Domain specific LLM fine-tuning using PyTorch, HuggingFace transformers that solve benchmarks and allow you to ship intelligence to users. ✔️ Inference Optimization: Deploy the LLMs on NVIDIA clusters (H100, H200, B200) such that they sustain the production load of long LLM chats using SGLang, vLLM, Tensor-RT and Nvidia Dynamo ✔️ RAG Solutions: Help reduce the model costs and improve the model efficiency using Milvus, Qdrant, Embedding models, LangChain and LangGraph. ✔️ Data Engineering: High-throughput pipelines for warehouses using Kafka, BigQuery, Prometheous, SQL and Python. ✔️ Crypto AI: Bots that continously read the market signals and make trading decisions based on the LLMs and in-house ML models. ✔️ Fintech: AI solutions powered by Claude, Qwen, DeepSeek that solve taxation problems for personal taxes. ⭐ Recent Client Feedback "He cleaned up training artifacts (models, calibrators, label maps, vendor vocab), helped us get an acceptance bar we can trust. He handled data engineering + deployment details without drama. We shipped on his work. Strongly recommend and would hire again." Let's have a FREE consultation call to understand your requirements and you get a production level roadmap for your problem.