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Top 1% Expert-Vetted Freelancer. I have a PhD in Computer Science (AI & Machine Learning) and I am a physician. I build custom AI systems with proprietary and public data, including creation of novel datasets and state-of-the-art models. * After a 30-minute to 1-hour initial meeting, I'll craft a clearly written report outlining a unique AI strategy for your project. * For long-term engagements, I implement AI solutions end-to-end, including data collection, data cleaning, novel model design, model implementation and training in Python, and iteration on the modeling and data strategy to achieve excellent performance. * One of my specialties is creating custom models for proprietary datasets, including images, videos, audio recordings, and domain-specific data. Book a 30-minute consultation with me to get immediate answers about your AI project: - How can you leverage AI in your organization? - What kind of AI do you need to solve a particular problem? - Should you use a model like ChatGPT/Claude or do you need a custom model? - What modeling strategy should you use? - How should you collect and annotate data? - How much data will you need? - How should you measure performance? After a consultation I’ll craft a clearly-written report outlining an AI strategy for your project. Specialties: Healthcare AI: I am an expert in healthcare AI, with a unique background that blends clinical understanding from my MD, deep technical expertise from my AI PhD, and business experience. I have completed 100+ engagements across medical specialties including radiology, plastic surgery, orthopedic surgery, dermatology, cardiology, mental health, family medicine, dentistry, physical therapy, women’s health, pediatrics, nutrition, and neurology. I have created datasets and custom models for diverse forms of biomedical data including x-rays, CTs, MRIs, clinical photographs, patient videos, medical audio, medical notes, EHR data, insurance claims, omics data, and more. Computer Vision: I create custom AI models for 2D images, 3D images, and videos on proprietary datasets. I am excited about projects from multiple industries including healthcare, manufacturing, automotive, and agriculture. I have extensive experience with classification, object detection, segmentation, and keypoint detection, to identify and localize abnormalities or features of interest. I developed the first machine learning model in the world to predict multiple abnormalities simultaneously from a CT scan. For a dermatology practice, I built the first CV model to predict Fitzpatrick skin type, pigmentation, redness, and wrinkle severity (mean accuracy 85%)—now a core model at Kesty AI. Artificial Intelligence R&D: I have led multiple AI research projects across industry and academia. I have developed novel AI methods, including HiResCAM, a convolutional neural network explanation method with mathematical guarantees. I have published original research across multiple areas of AI, including computer vision, natural language processing, explainable AI, expert systems, and applied AI. My research papers have been cited over 1,000 times. My healthcare AI blog Glass Box has over 700,000 readers from 185 countries. Natural Language Processing (NLP): I have a deep understanding of large language models (LLMs) like Claude, Gemini, ChatGPT, and Llama. I have leveraged Transformers and other NLP techniques for numerous applications, including customized chatbots, medical note generation, and structured information extraction. Advising Entrepreneurs: Before focusing on AI consulting, I spent seven years as the founder of a health AI startup. I led my previous company from concept to deployed B2B SaaS product serving medical practices. Our AI history-taking assistant and AI scribe saved clinicians 2+ hours daily. I managed engineering teams of 5-10 (60+ contributors), secured two U.S. patents, and raised competitive grant funding. I enjoy working with entrepreneurs and discussing pitch decks, fundraising, customer discovery, designing an MVP, and evaluating the ROI of an AI product. If you’d like to talk with me about your AI project, please feel free to send me a message or book a consultation using the link on my profile.

Imagine spending thousands of dollars training an AI model—only to realize the labels were flawed. That’s where I come in. I’m 𝐁𝐞𝐡𝐳𝐚𝐝 𝐀𝐥𝐢 𝐊𝐡𝐚𝐧 and Founder of 𝐒𝐖𝐀𝐓𝐀𝐢, a data annotation and AI development platform trusted by AI startups and enterprises worldwide. With 4+ years of experience and a team of 178+ skilled annotators, I’ve personally led projects that helped train over 100 production-grade AI models from medical image segmentation, agriculture dataset annotations, AI-based electric poles condition monitoring system to autonomous vehicle perception systems. 🌐𝗪𝗵𝘆 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗧𝗿𝘂𝘀𝘁 𝗠𝗲: 𝗣𝗿𝗲𝗰𝗶𝘀𝗶𝗼𝗻-𝗟𝗲𝘃𝗲𝗹 𝗦𝗲𝗴𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻: I specialize in polygonal, pixel-wise and semantic segmentation with an obsessive attention to detail. 𝗔𝗜-𝗔𝘄𝗮𝗿𝗲 𝗔𝗻𝗻𝗼𝘁𝗮𝘁𝗶𝗼𝗻: Unlike generic labelers, I understand the AI pipeline. I don’t just label, I label for performance. Every dataset is annotated with model training, accuracy and edge-case handling in mind. 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲-𝗦𝗰𝗮𝗹𝗲 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀: Delivered $500,000+ worth of labeled data to top AI companies (like Moonvalley, SaharLabs etc) with proven systems for scalability, security and deadlines. 𝗖𝘂𝘀𝘁𝗼𝗺 𝗧𝗼𝗼𝗹𝘀, 𝗥𝗲𝗮𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻: Worked across CVAT, Labelbox, SuperAnnotate, Roboflow and even client-specific proprietary tools. 🌐𝗦𝘁𝗼𝗿𝘆 𝗼𝗳 𝗚𝗿𝗼𝘄𝘁𝗵: What began as a solo freelancing gig on Fiverr has now become a global agency delivering AI-ready data for some of the most innovative companies on Earth. Now offering our services on Upwork as well. 🛠️𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀 𝗜 𝗢𝗳𝗳𝗲𝗿: ✦ Image & Video Segmentation (polygon, semantic, instance-based) ✦ Bounding Box, Keypoint & Landmark Annotation ✦ Text & Audio Annotation (multilingual available) ✦ Dataset Cleaning, Structuring & Preprocessing ✦ Consultancy on AI Dataset Design and Labeling Strategies ✦ AI Model Training and development Image annotation, Bounding boxes, 3D boxes, Video annotation, instance and semantic, Object labeling/tagging,Segmentation, Polygons masks, Text annotation, Line annotation, Key Points annotation, Cuboids, Image classification and categorization.

Hi! I work with image and video data annotation for computer vision projects. I focus on clean, accurate labels and always follow project guidelines carefully. I have experience with bounding boxes, polygons, semantic segmentation, and image masking. I understand how annotation quality affects model performance, so I pay close attention to details and edge cases. Tools I use: CVAT | Roboflow | LabelMe | MakeSense.ai and any other I can quickly adapt to new annotation platforms if needed. If you need a reliable annotator who delivers consistent and well-structured datasets, I’m ready to help. Skills: -Image & Video Annotation -Bounding Boxes -Polygon Annotation -Semantic Segmentation -Image Masking As a competitive and quick learner, I ensure top-notch outputs. Your project deserves the best start, and I’m here to provide it through precise and reliable data annotation.

𝐓𝐢𝐫𝐞𝐝 𝐨𝐟 𝐖𝐫𝐨𝐧𝐠 𝐋𝐚𝐛𝐞𝐥𝐬, 𝐌𝐞𝐬𝐬𝐲 𝐒𝐞𝐠𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 & 𝐏𝐢𝐥𝐢𝐧𝐠 𝐀𝐝𝐦𝐢𝐧 𝐖𝐨𝐫𝐤? 👋 Hey, I'm Shams, a passionate AI Data Annotation Specialist with 10+ years of experience delivering pixel-perfect image & video annotation, clean segmentation data, and reliable VA support for AI/ML teams, startups, enterprise clients, and busy founders - helping them reclaim 30–40+ hours every week. I specialize in AI data labeling and annotation, including image and video annotation, semantic and instance segmentation, and dataset preparation for computer vision projects. I take care of the repetitive, detail-intensive work so you can focus on building better AI models and growing your business. 🚀 🧩 My Core Services (Data Annotation & Image Labeling) 🔹 AI Data Annotation & Labeling ✔️ Image & Video: • Bounding Boxes · Polygon · Polyline · Cuboid · Ellipse · Brush • Semantic Segmentation · Instance Segmentation · Image Masking • Keypoint Annotation · Object Detection · Object Counting • Lane & Line Annotation · Satellite Image Annotation • Image Tagging & Classification ✔️Audio & Text: • Audio Segmentation · Timestamping · Speaker Labeling · Audio Cleaning • Named Entity Recognition (NER) · Text Classification • Sentiment Analysis · Search Relevance · Data & Content Moderation ✔️ Bat Call Analysis & Annotation via Spectrograms ✔️ LiDAR Annotation · 3D Cuboid Annotation · Point Cloud Labeling ✔️ COCO · YOLO · Pascal VOC · CSV 👉 Your model doesn't get smarter with dirty data. Mine never sees any. 🔹 AI & Manual Transcription • Audio & video transcription • Course & lecture transcription • SRT subtitles & closed captions • Speaker diarization & labeling • Verbatim & clean-read transcripts • Timestamps on request 👉 Every word captured. Every speaker identified. Every timestamp exact. 🔹Data Entry & Data Management • Manual & bulk data entry • PDF → Excel · Image → Excel • Data cleaning · Validation · Deduplication • Excel & Google Sheets - formulas, pivot tables, VLOOKUP 👉 Every entry verified, every detail checked · 65+ WPM · 95%+ accuracy. 🔹 General Virtual Assistant & Admin Support • Email & calendar management • File organization & document prep • Customer support & SOP creation • Research, scheduling & daily admin 👉 The behind-the-scenes work that quietly keeps everything running - handled. 🔹 Lead Generation & Web Research •LinkedIn & Sales Navigator prospecting • Email list building & contact enrichment • Geo-targeted & ICP-based lead lists • Company & contact data collection 👉 You get 𝐜𝐥𝐞𝐚𝐧, 𝐯𝐞𝐫𝐢𝐟𝐢𝐞𝐝 𝐝𝐚𝐭𝐚 𝐫𝐞𝐚𝐝𝐲 𝐟𝐨𝐫 𝐨𝐮𝐭𝐫𝐞𝐚𝐜𝐡 - 5,000+ verified leads built. 🔹 CRM Management • HubSpot · Zoho · Salesforce · GoHighLevel · Podio • Contact segmentation · Deduplication · Tagging • Pipeline cleanup · Lead tracking · Reporting 👉 Your records stay clean. Your pipeline stays accurate. 🛠️ My Full Toolkit ✔️ Annotation: CVAT · Roboflow · Labelbox · Label Studio · SuperAnnotate · Supervisely · Darwin V7 · Labelme · Dataloop AI · Scale Pro · Datasaur · VGG Image Annotator ✔️ VA & Admin: Google Workspace · Microsoft Office · Notion · Slack · Asana · ClickUp · Airtable · Canva · ChatGPT ✔️ CRM & Outreach HubSpot · Zoho · GoHighLevel · Podio · LinkedIn Sales Navigator · ApolloDataExcel · Google Sheets · Airtable ✔️ Transcription: Sonix · Turbo Scribe · Scribie · Google Colaboratory 💯 Why Clients Trust Me ✅ CEAP Certified · Certified Data Annotation Specialist ✅ 16,600+ video frames annotated ✅ 13,000+ bio-acoustic recordings labeled ✅ 5,000+ verified leads built · 95%+ data accuracy · 65+ WPM ✅ Detail-oriented, deadline-focused, and proactive in communication ✅ Native-level English - clear communication across US, UK, AU, EU time zones ✅ No follow-ups needed - delivered on time, every time 🤝 I Work Best With 🤖 AI/ML teams - needing clean annotation data at scale 🦇 Wildlife & bio-acoustic researchers - spectrogram annotation 🏢 Businesses - drowning in admin, data entry, or CRM chaos 📣 Marketing teams - building targeted, verified lead lists 🎓 Researchers & educators - needing accurate transcription 🚀 Founders & startups - who need a reliable right hand 📩 Let's Talk If ✔ You need accurate image annotation, video annotation, or segmentation - 10 files or 100,000 ✔ You need precise audio or video transcription with speaker labels and timestamps ✔ You need reliable VA or data entry support - 5 to 30 hrs/week ✔ You want audit-ready, clean work delivered the first time ✔ You're done chasing freelancers who overpromise and underdeliver 📬 Send me a message with your project details. I'll respond within 4 hours with a clear plan, honest timeline, and exact next steps. With respect, Shams Ul H. ✨

🥇 Over 7 Years of Experience in Real-Time Applications, Healthcare Platforms, and AI-Driven Systems. Hi 👋, I'm Fabian and thank you for visiting my profile. I build secure, HIPAA-compliant telehealth platforms and AI-powered real-time video applications that handle thousands of concurrent patients and providers with ultra-low latency (<500ms). I specialize in WebRTC, LiveKit, AI/ML integrations, and modern full-stack development, the exact stack modern healthcare apps need for virtual consultations, remote patient monitoring, and AI-driven clinical workflows. Recent projects include: ✓ Built a HIPAA-compliant telehealth video platform handling 5,000+ daily patient consultations with WebRTC & LiveKit ✓ Created an AI-powered remote patient monitoring dashboard integrating real-time vitals streaming and LLM-based clinical summarization ✓ Developed a secure virtual care app with screen sharing (for medical imaging), EHR/EMR integration, and real-time AI medical transcription I help health-tech startups and medical enterprises launch secure, scalable MVPs fast with production-ready, compliance-first infrastructure. Healthcare & Real-Time Video (WebRTC/LiveKit) • HIPAA-compliant Audio/Video streaming for telehealth • LiveKit SFU integration for multi-party virtual care • Secure screen sharing for medical imaging (DICOM viewer integration) • Real-time chat, file sharing, and end-to-end encryption (E2EE) • Low-latency optimization & cross-browser reliability for clinical use AI & Full-Stack Healthcare Integrations • AI Medical Transcription & Ambient Clinical Intelligence • LLM integration for automated clinical note generation (SOAP notes) • EHR/EMR integration (Epic, Cerner, HL7, FHIR standards) • Full-Stack Development (React, Next.js, Node.js, Python, Go) • Secure cloud infrastructure (AWS HIPAA, Azure, GCP) WebRTC & AI Service Providers I Work With • LiveKit • Daily • Twilio Video • Agora • Vonage (TokBox) • OpenAI / Anthropic (LLMs) • Deepgram / AWS Transcribe / Whisper (AI Voice/Text) • Janus / mediasoup / Jitsi (self-hosted SFU/MCU for on-premise healthcare) What I deliver: • Telehealth & Virtual Care platforms (like Zoom for Healthcare / Doxy.me clones) • AI-assisted clinical workflows & ambient scribing tools • Remote Patient Monitoring (RPM) real-time dashboards • Secure video recording, VOD, and compliance auditing pipelines • End-to-end Full-Stack architecture with strict data privacy (PHI/PII) • Integration of AI models into existing healthcare workflows I am not an agency but a reliable and individual developer, I can start to work immediately and commit 40+ hours per week in your business time. Kindly drop a message! Looking forward to making our cooperation a success! 🎯 Fabian Anibal P.

I build real-time AI systems that detect threats, track objects, and turn video into actionable insights ready for real-world deployment. If you need a reliable Computer Vision solution (not just a demo), I can design, train, and deploy it end-to-end. 🎯 What I Do I specialize in building production-ready Computer Vision systems that work in real environments not just controlled demos. From surveillance and safety to traffic analytics and automation, I help businesses turn video data into practical, usable intelligence. 🔧 Solutions I Build ✔ Real-Time Object Detection (YOLOv8 / YOLO11) ✔ Multi-Object Tracking (ByteTrack, DeepSORT) ✔ Surveillance & Threat Detection Systems ✔ Fire & Smoke Detection ✔ PPE / Safety Compliance Monitoring ✔ Traffic Monitoring & Speed Estimation ✔ OCR & Document AI ✔ End-to-End AI Systems (Data → Training → Deployment) 🧠 Why Clients Choose Me Most freelancers stop at training a model. I go further — I build complete systems that actually work in production. ✔ Optimized for real-time performance (high FPS, low latency) ✔ Designed for real-world conditions (low light, fog, motion blur) ✔ Strong focus on data quality & annotation (where most projects fail) ✔ Clean, scalable, deployment-ready code 💡 Most Computer Vision models fail outside the lab — I make sure yours doesn’t. 📊 Selected Projects 🔫 Real-Time Weapon Detection & Tracking AI-powered surveillance system for detecting and tracking firearms in live video streams → Helps improve security response time and monitoring 🔥 Real-Time Fire & Smoke Detection (107 FPS) Early hazard detection system designed for fast response in critical environments → Detects fire/smoke in real-time to reduce risk and damage 🦺 Construction Safety Monitoring (PPE Detection) Helmet detection system with live violation alerts → Improves worker safety and compliance on-site 🚗 Vehicle Speed Estimation System Tracking-based system for real-time speed analysis from video → Useful for traffic monitoring and smart city solutions ⚙️ Tech Stack AI / Deep Learning: PyTorch, YOLO (v8, v11), TensorFlow Computer Vision: OpenCV, real-time video processing pipelines Tracking: ByteTrack, DeepSORT Deployment: FastAPI, Flask, Docker, GPU acceleration Language: Python 🎬 What You Can Expect ✔ Demo available before starting ✔ Clean, well-documented code ✔ Fast communication & regular updates ✔ Scalable solutions ready for deployment ✔ Support with real-world challenges (lighting, motion, noise) 💡 How I Work I follow a complete pipeline: Data Collection → Annotation → Training → Optimization → Deployment You don’t just get a model you get a working system ready to use. 📩 Let’s Build Something Real Have an idea or project in mind? 👉 Send me a message I’ll break down the best approach and can even share a quick demo or plan before you commit.