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Computer Vision Engineer specializing in real-time detection systems across surveillance AI, manufacturing inspection, medical imaging, and smart city infrastructure — deployed to production. I build end-to-end: camera input, model training, TensorRT optimization, edge or cloud deployment, and backend integration. Not prototypes. Working systems. WHAT I HAVE SHIPPED: Multi-tenant AI surveillance platform with 8 real-time detection agents — intrusion, loitering, occupancy, vehicle counting, LPR, fire/smoke detection, entry after hours, and late checkout. YOLO11s + PaddleOCR on RunPod GPU, RTSP stream management via MediaMTX, FastAPI backend on DigitalOcean, CI/CD via GitHub Actions with a self-hosted runner. Supabase for auth and Postgres. Full production deployment. Spine X-ray segmentation system — 25-class vertebrae labeling (C1 through L5) with automated clinical metric extraction: disc height, segment angle, neutral listhesis, interspinous gap. Dual architecture: ResNet34 U-Net baseline and a custom ConvNeXt-Tiny encoder with CBAM attention trained on real X-rays and synthetic DRR data from CT volumes. 0.92 Dice on full-spine segmentation. Real-time defect detection on NVIDIA Jetson Xavier for a food and beverage production line. TensorRT FP16 inference, zero cloud dependency, PLC integration for automated pass/fail. Defect catch rate improved significantly over manual baseline. LiDAR-camera sensor fusion pipelines for smart city traffic monitoring — ROS, DeepStream, NVIDIA Jetson, production-deployed infrastructure. CORE CAPABILITIES: → Detection, segmentation, tracking: YOLO variants, SAM2, custom PyTorch → TensorRT optimization: FP16/INT8 quantization, ONNX export, engine serialization → Edge deployment: Jetson Nano, NX, Orin, Xavier — hardware bring-up to production → Medical imaging: U-Net architectures, multi-class segmentation, DICOM, clinical metrics → Surveillance AI: multi-agent detection, RTSP streams, LPR, event-based alerting → Industrial integration: FastAPI, MQTT, EMQX, Azure IoT Hub, AWS S3, Docker, Supabase INDUSTRIES: Manufacturing quality control — food and beverage, general production lines Surveillance and security — multi-camera platforms, license plate recognition, event detection Medical imaging — vertebral segmentation, clinical measurement pipelines Smart city and traffic — LiDAR-camera fusion, intrusion detection, infrastructure monitoring I communicate clearly, surface blockers early, and deliver systems that run reliably in your environment.

‎ ‎ ‎Do you have a YouTube channel? It's great, but your YouTube channel is not getting views and subscribers. After all this effort, your YouTube channel is not getting views and subscribers. ‎ ‎So Don't worry, I am an expert in solving all the problems of your YouTube channel. I have 5 years of experience as a YouTube marketing expert. ‎ ‎I'm writing to express my strong interest in the position of YouTube Marketing Expert | YouTube SEO | YouTube Subscribers and Views Specialist on Upwork. I'm confident in my ability to produce outstanding outcomes for client projects. I have a lot of experience optimizing YouTube channels and videos for growth views and subscribers. ‎ ‎As a YouTube Marketing Expert, I have successfully helped numerous clients increase their subscribers and views, resulting in significant growth in their YouTube presence. My expertise specializes in creating successful YouTube marketing plans, putting SEO methods into practice, and using data-driven insights to optimize channel performance. I'm skilled at researching keywords in-depth, writing engaging video descriptions, and optimizing titles and tags to raise search engine results. and achieving 100% SEO scores, and repurposing high-ranking keywords to increase video views and subscribers. ‎ ‎What do I offer to you? ‎ ‎⭐ Video Marketing Strategies ideas ‎⭐ YouTube channels ' end support ‎⭐ Channel Free & Paid Promotions (YouTube Ads in Google Ads); ‎⭐ Viral Ideas; ‎⭐ YouTube video marketing; ‎⭐ Facebook and Instagram video marketing; ‎⭐ SEO & SEM in YouTube; ‎⭐ Competent in Creating YouTube Content Plans; ‎ ‎What it brings to you! ‎ ‎⭐ Increase video views and channel subscribers ‎⭐ Monetization of the YouTube channel ‎⭐ Increase followers on Instagram and Facebook ‎⭐ Expand your reach and business ‎⭐ Increase your Brand Awareness ‎⭐ Rank your video on top of the channel and Google. ‎ ‎✔Some highlights of my skills and service include: ‎ ‎✅Do you need someone with expertise in YouTube marketing who will take your YouTube business to the next level? I can give you the right assistance to advance your YouTube channel, video SEO, and rank. With the most recent YouTube algorithm, I have enhanced my YouTube SEO, which will increase organic traffic and help your channel or video go viral. ‎ ‎✅I'm the appropriate fit for your needs if you're seeking a skilled YouTube specialist to help your video go viral. Over the last 5 years, I have been surfing YouTube to serve business personalities, fitness trainers, entrepreneurs, real estate agents, personal coaches, health and beauty people, and other business developers. ‎ ‎✅To get good results, you must thoroughly understand the YouTube settings and the video SEO procedure. Additionally, I have created a strategic strategy to implement video optimization, which will help the video rank higher and show up on YouTube's suggested page. ‎ ‎✅Make your channel grow for unlimited success, promote your videos to boost your sales, and drive unlimited organic traffic to your main page with 100% legal and authentic YouTube marketing. With my client's demand and timely fashion, I'm providing 100% legal and quality service. If you have any questions for me before inviting me to your job, please do not hesitate to reach out! ‎ ‎ ‎✅Check out my services to see which ones best meet your needs. ‎ ‎✔YouTube Channel Creation ‎✔YouTube Channel Full Setup ‎✔YouTube Channel Management ‎✔YouTube Channel audit and Analytics ‎✔YouTube Video Promotion ‎✔YouTube Video Optimization ‎✔YouTube SEO ‎✔ YouTube Video Rank on YouTube ‎✔YouTube Video Rank on Google ‎✔Providing YouTube Channel Monetization ‎✔Keyword Research ‎✔Create Youtube Video Ideas ‎✔YouTube Video Title Making ‎✔YouTube Video Description Writing ‎✔YouTube Video Tags Research & Adding ‎✔YouTube Video Cards and Endscreen Setup ‎✔YouTube Thumbnail Creation ‎✔YouTube Video Transcription ‎✔YouTube Video Enhancement ‎✔YouTube Video Ads ‎✔YouTube Consultant ‎✔YouTube Strategy Making ‎✔YouTube Video Off-Site Video SEO (Backlinks Creation) ‎✔YouTube Video Editing ‎✔Facebook Marketing ‎✔Twitter Marketing ‎✔Reddit Marketing ‎✔Pinterest Marketing ‎✔TikTok Marketing ‎✔Instagram Marketing ‎✔SEO Service ‎✔Rumble Marketing ‎✔Video Advertising ‎✔SEO Strategy ‎✔Search Engine Optimization ‎✔Digital Marketing ‎✔Social Media Management ‎✔Google Ads ‎✔Social Media Marketing ‎✔Marketing Strategy ‎✔Video Editing ‎✔SEO Keyword Research ‎✔YouTube SEO ‎✔YouTube Thumbnail ‎ ‎Thank you for visiting my profile. I would welcome the opportunity to discuss your project in more detail and demonstrate how my skills and experience align with your requirements. Please feel free to reach out to me at your earliest convenience. ‎ ‎Sincere Greetings Muhammad Sadiq

Engineering Intelligent AI Systems. From Concept to Production-Ready Solutions. I am an AI Engineer specializing in building high-performance Computer Vision (CV), Large Language Model (LLM), and Voice AI systems that transform complex ideas into scalable, production-ready applications. My focus is on designing intelligent systems powered by RAG pipelines, fine-tuned LLMs, and real-time AI agents, enabling businesses to automate processes, enhance decision-making, and unlock new revenue streams. Whether you need a visual intelligence system, an AI-powered assistant, or a full-scale SaaS product, I deliver robust, end-to-end solutions tailored for real-world deployment. Core Expertise & Deliverables 1️⃣ Computer Vision & Intelligent Perception Systems I build advanced vision-based AI systems that extract meaningful insights from images and video streams. Object Detection & Tracking (YOLO, OpenCV) Image Classification & Segmentation Facial Recognition & Identity Systems Real-Time Video Analytics & Monitoring Solutions 2️⃣ LLMs, RAG Systems & AI Agents I develop intelligent language systems that can understand, retrieve, and generate contextual responses. Retrieval-Augmented Generation (RAG) pipelines over custom data Domain-specific LLM fine-tuning (Llama, Mistral, OpenAI models) AI Agents for reasoning, planning, and task automation Enterprise knowledge assistants (PDFs, databases, APIs) 3️⃣ Voice AI & Conversational Systems I design voice-enabled AI systems for natural, human-like interaction. Speech-to-Text & Text-to-Speech pipelines Voice-enabled AI assistants and agents Real-time conversational AI systems Integration with backend APIs and automation workflows 4️⃣ End-to-End AI System Engineering I take full ownership of architecture, development, and deployment of scalable AI products. Backend development (FastAPI, Flask, Django) API integration and system design Cloud deployment (AWS, Docker, scalable infrastructure) Full-cycle SaaS AI product development 🤝 My Approach I focus on building production-ready AI systems, not just models. Every solution is designed for scalability, performance, and real business impact. Clear communication, structured delivery, and long-term reliability are at the core of my work. 📩 Let’s connect to build intelligent AI systems that create real value for your business.

Most machine learning projects fail between the prototype and production. I've shipped 47+ that didn't. 🎯 YOLO Detection | 🧍 Pose Estimation | 🏋️ Sports AI | 🛒 Retail AI | 🛡️ CCTV Analytics | 🔄 Tracking | 🧠 ML Pipelines | 🤖 AI Agents | 💬 LLM Integration You have a working concept — or a clear problem involving cameras, video, or image data. The challenge is making it fast, accurate, and stable under real-world conditions. Wrong framework choices. Inference too slow for live video. Models that break the moment lighting, angle, or environment changes. And systems that detect things but can't reason about them or act on them autonomously. That's exactly where most builds stall. I design and build real-time computer vision pipelines that go all the way — from model training to live deployment — and increasingly, from visual perception to autonomous AI agents that understand, decide, and narrate. Object detection · Machine learning · Pose estimation · Multi-camera tracking · Segmentation · Re-identification · Anomaly detection · OCR & ANPR · Optical flow · Depth estimation · LLM-powered reasoning · Agentic decision pipelines While most CV engineers stop at training the model, I go further: → Accelerated inference with TensorRT, ONNX, OpenVINO, and FP16/INT8 quantization (up to 5× faster) → LLM agents layered over CV pipelines for real-time decisions, alerts, and natural language outputs → Mobile deployment via CoreML (iOS) and TFLite (Android) with 10+ live apps shipped → Edge deployment on Jetson, OpenVINO, Apple Neural Engine, and CUDA/cuDNN → End-to-end pipeline: camera input → training → optimization → real-time actionable output Key Accomplishments: ⭐ Generated $5M+ in client revenue ⭐ Delivered 100+ end-to-end computer vision systems ⭐ Successfully launched my own 2 SaaS products ⭐ Real-time sports AI for 7+ sports, improving analytics for 15+ teams ⭐ Mobile AI on iOS (Core ML) & Android (TFLite), powering 10+ apps ⭐ Surveillance, safety, and industrial AI solutions ⭐ Medical imaging AI for 5+ hospitals: tumor detection, ultrasound, test strips ⭐ Model optimization: up to 5× faster inference using FP16/INT8, ONNX, TensorRT, OpenVINO ⭐ Multi-object tracking, re-identification, Model Training 1M+ labelled Dataset ⭐ Agentic CV systems that perceive, reason, and act without human input in the loop If you have read this far, please note that I appreciate you taking the time to learn about me. Personally, it’s been an amazing journey and knowledge exercise to get to this level of competence in AI and software development. Domain Expertise: - Sports & Fitness: athlete tracking, shot detection, scoring automation, drill analysis, pose estimation - Industrial & Workplace: tire defect inspection, PPE compliance, staff monitoring, meter reading, machine vision inspection, automated quality control - Surveillance & Security: ANPR, crowd monitoring, people counting, animal attack detection, exam cheating detection, perimeter security, intrusion detection - Healthcare & Medical: tumor detection, ultrasound processing, test strip analysis, X-ray/CT scan processing, lesion segmentation, medical image annotation - Traffic & Transport: aerial monitoring, traffic flow AI, license plate recognition, vehicle detection, accident detection, parking management - Retail & Business: customer analytics, receipt extraction, retail intelligence, object recognition, shelf monitoring, inventory management Tech Stack: Machine Learning, Deep Learning, YOLOv5, YOLOv8 - YOLO26, Detectron2, DeepSORT, StrongSORT, MMDetection, MediaPipe, OpenPose, PoseTrack, Action Recognition, Semantic Segmentation, Instance Segmentation, OCR, Anomaly Detection, Motion Detection, Object Counting, License Plate Recognition, PyTorch, TensorFlow, TensorFlow Lite, Keras, OpenCV, FastAPI, Flask, Core ML, TFLite, ONNX, TensorRT, OpenVINO, CUDA, Swift, Kotlin, Flutter, Python, C++, AWS, GCP, Azure, Edge Deployment, Mobile AI, Real-Time Inference, Surveillance AI, Aerial Drone Analytics, Video Stream Analytics, AI Automation, LLM Integration (GPT-4o, Claude, Gemini, Groq), AI Agent Frameworks (LangChain, LangGraph, CrewAI), RAG Pipelines, Streaming LLM Inference license plate recognition, aerial drone analytics, surveillance AI, mobile AI, embedded systems, deep learning pipelines, inference optimization, video stream analytics, AI automation, AI for industry 4.0, computer vision pipelines. If your project involves cameras, video, or images — and you need it fast, accurate, fully deployed, and intelligent enough to reason and act autonomously — I am the engineer you are looking for.

Engineering Intelligent AI Solutions. From Concept to Scalable SaaS Product. I am an AI Engineer and Product Architect dedicated to designing and deploying high-performance Generative AI systems. I specialize in transforming ambitious ideas into production-ready applications that drive automation, efficiency, and revenue. My work focuses on the intersection of Agentic AI, Large Language Models (LLMs), and Full-Cycle Product Development. Whether you need a complex autonomous agent, a mobile application, or a complete AI-powered SaaS platform, I deliver robust, scalable architectures tailored to your business goals. 🚀 Core Expertise & Deliverables 1️⃣ Agentic AI & Autonomous Workflows Custom AI Agents: Engineering agents that reason, plan, and execute multi-step tasks autonomously (using LangGraph, AutoGen, CrewAI). Process Automation: Creating intelligent workflows that integrate with your internal APIs, CRMs, and databases to automate complex operations. 2️⃣ Advanced RAG (Retrieval-Augmented Generation) Enterprise Knowledge Bases: Building secure, context-aware assistants that chat with your proprietary data (PDFs, SQL, Notion) with high accuracy. Vector Search Systems: Implementing optimized retrieval architectures using Pinecone, Weaviate, or ChromaDB for instant information access. 3️⃣ LLM Fine-Tuning & Optimization Domain-Specific Models: Fine-tuning open-source models (Meta Llama, Mistral) and proprietary APIs to master your specific industry niche. Cost & Latency Optimization: Advanced prompt engineering and model selection to maximize performance while minimizing API costs. 4️⃣ End-to-End Product Engineering (Web & Mobile) Complete System Architecture: I take full ownership of the technical stack, ensuring seamless integration between AI models and user interfaces. Mobile App Development: Native and cross-platform iOS applications (Swift / React Native) integrated with AI features. Backend & API: High-performance microservices using FastAPI and Django. Frontend Interface: Modern, responsive web applications built with Next.js and React. Cloud Deployment: Scalable, secure hosting on AWS (EC2, Lambda, SageMaker) with Docker and Kubernetes. 🛠️ Technology Stack Generative AI Providers: OpenAI, Anthropic, Google Gemini, Meta Llama, Mistral, Hugging Face. Orchestration: LangChain, LlamaIndex, LangGraph. Machine Learning: PyTorch, TensorFlow, Scikit-learn, XGBoost, Computer Vision (YOLO, OpenCV). Mobile & Web: iOS (Swift, React Native), Python, TypeScript, FastAPI, Django, React, Next.js. Vector Databases: Pinecone, ChromaDB, Weaviate, Milvus. DevOps & Cloud: Docker, Kubernetes, AWS, Google Cloud, CI/CD pipelines. 🤝 My Approach Strategic Partnership: I align technical decisions with your business objectives to ensure maximum ROI. Transparent Execution: You receive clear roadmaps, regular progress updates, and code that is clean, documented, and maintainable. Long-Term Reliability: I build systems designed to scale, ensuring stability as your user base grows. 📩 Feel free to reach out anytime to discuss your project needs. I’m available 24/7 for consultations and collaboration.

💻 𝗠𝗘𝗥𝗡 𝗦𝗧𝗔𝗖𝗞 ✤ 𝗥𝗘𝗔𝗖𝗧 𝗡𝗔𝗧𝗜𝗩𝗘 ✤ 𝗦𝗖𝗔𝗟𝗔𝗕𝗟𝗘 𝗔𝗜 𝗦𝗬𝗦𝗧𝗘𝗠𝗦 🚀 I provide end-to-end support throughout the application development lifecycle, building scalable data pipelines and AI/ML models. 🆂🅴🆁🆅🅸🅲🅴🆂 1️⃣ 𝗙𝗨𝗟𝗟-𝗦𝗧𝗔𝗖𝗞 𝗪𝗘𝗕 𝗗𝗘𝗩𝗘𝗟𝗢𝗣𝗠𝗘𝗡𝗧 ◆ Built using the MERN Tech Stack. ◆ Cloud deployment and production-ready setup. 2️⃣ 𝗠𝗢𝗕𝗜𝗟𝗘 𝗔𝗣𝗣 𝗗𝗘𝗩𝗘𝗟𝗢𝗣𝗠𝗘𝗡𝗧 ◆ Cross-platform mobile applications using React Native. ◆ App Store & Google Play deployment support. 3️⃣ 𝗗𝗔𝗧𝗔 𝗦𝗖𝗜𝗘𝗡𝗖𝗘 𝗦𝗢𝗟𝗨𝗧𝗜𝗢𝗡𝗦 ◆ Exploratory Data Analysis (EDA) and statistical analysis. ◆ Data visualization, interactive dashboards, and business insights. 4️⃣ 𝗔𝗜/𝗠𝗟 𝗠𝗢𝗗𝗘𝗟 𝗗𝗘𝗩𝗘𝗟𝗢𝗣𝗠𝗘𝗡𝗧 ◆ Custom predictive and generative model development. ◆ Model training, evaluation, and production deployment. 🏆 𝗪𝗛𝗬 𝗪𝗢𝗥𝗞 𝗪𝗜𝗧𝗛 𝗠𝗘? ✔ 5+ Years of Industry & Research Experience ✔ 40+ Production-Ready Applications ✔ 6+ Peer-Reviewed AI Publications ✔ 60+ Open-Source ML Models ✔ End-to-End, On-Time Delivery ✔ Clear Documentation & Post-Launch Support ❓ 𝗛𝗔𝗩𝗘 𝗔 𝗣𝗥𝗢𝗝𝗘𝗖𝗧 𝗜𝗡 𝗠𝗜𝗡𝗗? 💬 I’m just a few clicks away. Click “𝐇𝐢𝐫𝐞 𝐍𝐨𝐰” and let’s bring your idea to life.