Ammar F.Private profile: Upwork shows its earnings only to signed-in members, so we check it every few weeks, not daily. MRR here is a rough estimate (Upwork's six-month earnings ÷ months active). Last read Nov 5, 2026.

Building High-Quality AI Datasets requires more than just drawing boxes. It requires consistency, strong QA processes, attention to detail & an understanding of how Annotated Data impacts Machine Learning models in production. With 𝟴+ 𝘆𝗲𝗮𝗿𝘀 of experience in Data Annotation, Computer Vision, AI Training Data & Dataset QA, I help AI startups, Enterprise teams & Computer Vision Companies build accurate, scalable & production-ready datasets for Machine Learning workflows. I also previously worked as a 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿, which gives me a strong understanding of how Annotation quality directly affects Object Detection, Segmentation, Tracking, OCR systems, Autonomous Driving pipelines & overall AI model performance. Currently, I am working as a Senior 𝗗𝗮𝘁𝗮 𝗔𝗻𝗻𝗼𝘁𝗮𝘁𝗼𝗿 at Motive (formerly KeepTruckin), where I handle large-scale AI datasets and annotate approximately 3000–5000 videos weekly, totaling nearly 300GB of data every week. Over the years, I have contributed to annotating more than 𝟭 𝗠𝗶𝗹𝗹𝗶𝗼𝗻 𝘃𝗶𝗱𝗲𝗼𝘀 & 𝟱𝟬𝟬𝗞+ 𝗶𝗺𝗮𝗴𝗲𝘀 across multiple Enterprise & AI-focused projects. I have also worked with Enterprise companies, including Adobe & multiple AI startups, maintaining Annotation accuracy between 97%–99.5% depending on project complexity. I am available Full-time for Long-term projects, AI Training Workflows, Dataset Creation, QA Review, Team Supervision & Enterprise Annotation Operations. ━━━━━━━━━━━━━━━━━━ WHAT I CAN HELP YOU WITH ━━━━━━━━━━━━━━━━━━ • Image Annotation • Video Annotation • Data Labeling & Tagging • Object Detection & Tracking • Bounding Boxes • Polygon & Polyline Annotation • Semantic & Instance Segmentation • Keypoint Annotation • OCR Annotation • Medical Image Annotation • Satellite & Drone Image Annotation • NLP & Text Annotation • Prompt Evaluation & AI Response Rating • Speech & Audio Annotation • Dataset QA & Validation • AI Training Dataset Preparation • Team Supervision & QA Review ━━━━━━━━━━━━━━━━━━ COMPUTER VISION & AUTONOMOUS DRIVING EXPERIENCE ━━━━━━━━━━━━━━━━━━ I have extensive experience Annotating Autonomous driving and fleet safety datasets including: • Cars, SUVs, Pickup Trucks & Semi Trucks • Motorcycles & Bicycles • Pedestrians • Traffic Lights & Traffic Signs • Lane Lines & Road Boundaries • Crosswalks & Parking Spaces • Construction Zones & Barriers • License Plates • Dashcam & Fleet Safety Videos • Highway & Urban Driving Scenes • Driver Monitoring & Accident Detection ━━━━━━━━━━━━━━━━━━ TOOLS & PLATFORMS ━━━━━━━━━━━━━━━━━━ • CVAT • Roboflow • Labelbox • Label Studio • SuperAnnotate • LabelImg • LabelMe • Amazon SageMaker Ground Truth I can quickly adapt to Custom Annotation platforms & project workflows. ━━━━━━━━━━━━━━━━━━ FORMATS & ML UNDERSTANDING ━━━━━━━━━━━━━━━━━━ Supported formats include: • YOLO • COCO JSON • Pascal VOC XML • KITTI • CSV / JSON / TXT • TFRecord • PNG Masks • Semantic & Polygon Masks Because of my Computer Vision background, I also understand: • YOLOv5 • Detectron2 • VGG16 / VGG19 • Object Detection Pipelines • Segmentation Workflows • OCR Systems • AI Training Requirements • Dataset Quality Optimization This allows me to create Annotations that are not only visually accurate but also optimized for machine learning performance. ━━━━━━━━━━━━━━━━━━ QA & TEAM MANAGEMENT EXPERIENCE ━━━━━━━━━━━━━━━━━━ I have managed teams of up to 20 Annotators and worked as: • QA Reviewer • Team Lead • Project Coordinator • Annotation Supervisor My responsibilities included: • SOP Creation • Annotation Guidelines • Quality Assurance Workflows • Productivity Tracking • Team Mentoring • Client Communication • Task Allocation • Final Dataset Review ━━━━━━━━━━━━━━━━━━ WHY CLIENTS WORK WITH ME LONG-TERM ━━━━━━━━━━━━━━━━━━ • Strong QA-focused mindset • Enterprise-level Annotation Experience • High Accuracy & Consistency • Ability to handle High-Volume Datasets • Fast turnaround without compromising quality • Reliable Communication & Reporting • Full-time Availability • Long-term commitment to projects One of my strongest qualities is maintaining quality under pressure. During a high-priority project, I completed a critical delivery within 30 hours continuously while maintaining accuracy and QA standards. ━━━━━━━━━━━━━━━━━━ UPWORK HIGHLIGHTS ━━━━━━━━━━━━━━━━━━ • Top Rated Freelancer • 100% Job Success Score • Top 10% Talent on Upwork • Enterprise & Long-Term Project Experience • Available 40–45 Hours/Week • Flexible with US, UK & Australian time zones • NDA Friendly If you are looking for a reliable AI Data Annotation Specialist who understands both annotation quality and AI model requirements, feel free to invite me to your project. I am open to long-term collaborations, Enterprise Annotation Projects, AI Training Data Operations, QA Review Roles, and High-Volume Computer Vision Datasets. Let’s build High-Quality AI Datasets together.