Hire the Best Ingress Filtering Specialists

With over 5 years of hands-on experience in video labeling and data annotation, I lead a team that processes 4–6 million data points monthly. We've trained more than 1,000 agents to date, with 200+ currently active across diverse annotation projects. Whether you're building AI models, training computer vision systems, or scaling data ops, I deliver precision, speed, and budget-conscious execution—without compromising quality.

Disorganized data costs you time. Bad training data costs you everything...! Hi, I'm Anam, based in Ohio, USA. And I fix both. A Data Entry and Annotation Specialist with 4+ years of experience helping businesses stay organized and AI teams build cleaner, more reliable datasets. Whether you need your spreadsheets cleaned up, your CRM updated, or your image datasets labeled for machine learning, you GOT it ✅ DATA ENTRY SPECIALIST DATA MANAGEMENT Data entry into Excel, Google Sheets, Airtable & CRMs Data cleaning, deduplication, validation & formatting PDF to Excel/Word conversion & bulk uploads Spreadsheet formulas, pivot tables & conditional formatting E-COMMERCE DATA ENTRY Product listing on Shopify, Amazon, eBay, Etsy & WooCommerce Bulk product uploads, title & description formatting CRM DATA ENTRY & MANAGEMENT HubSpot | Zoho | Salesforce | Pipedrive | GoHighLevel Contact management, pipeline updates & data segmentation Zapier integrations & basic automation setup Real Estate Data Entry WEB RESEARCH & LEAD GENERATION B2B/B2C lead list building & verified contact collection LinkedIn research & email list building (Hunter, Apollo) Market, product & competitor research ✅ DATA ANNOTATION & AI TRAINING IMAGE ANNOTATION Bounding boxes, polygons & polylines Semantic & instance segmentation Object detection, classification & keypoint labeling TEXT ANNOTATION Named entity recognition (NER) & sentiment labeling Intent classification & NLP dataset preparation Text tagging & categorization AUDIO & VIDEO ANNOTATION Transcription & speaker diarization Audio event tagging & classification Video frame-level object labeling TOOLS CVAT | Labelbox | Roboflow ✅ WHY CLIENTS KEEP COMING BACK High accuracy on both high-volume and detail-heavy tasks I follow guidelines closely and flag edge cases before they become problems Responsive, reliable, and easy to work with across time zones I treat your data well, whether it's a CRM or a training dataset, Cause it matters If your data is messy, incomplete, or holding your business back, let's fix that. Send me a message, and I'll respond.

Your model is only as smart as the person labeling its data! Bad training data is the #1 reason ML projects miss the accuracy targets. Mislabeled frames and skipped edge cases compound into models that fail on real-world inputs. I am Iqra and I treat your annotation guidelines as a contract. My passion for AI is reflected in my role as a Data Annotation Specialist with hands-on CVAT experience labeling images and video for computer vision models. I deliver pixel-accurate bounding boxes, polygons, and segmentation masks that train production-ready AI not "good enough" data that breaks your model in deployment. ✅ WHAT I ANNOTATE IMAGE ANNOTATION — Bounding boxes, polygons & polylines — Semantic & instance segmentation — Object detection & classification labeling — Landmark & keypoint annotation — Image tagging and categorization TEXT ANNOTATION — Named entity recognition (NER) — Sentiment analysis & intent labeling — Text classification & topic tagging AUDIO & VIDEO ANNOTATION — Transcription and speaker diarization — Audio event tagging & classification — Subtitle alignment and timestampin ✅ Tools I work with daily: CVAT • LabelBox • Label Studio • Roboflow • SuperAnnotate • V7 Labs • Amazon SageMaker Ground Truth • Encord ✅Who I work best with: — ML/AI startups building computer vision or NLP products — Companies running ongoing annotation pipelines who need a reliable long-term labeler — Teams doing RLHF or LLM evaluation work ✅How I work: — I start every project by reviewing your guidelines and annotating a small test batch (20-50 items) so you can verify quality before scaling — I document edge cases as I find them and ask clarifying questions in batches — not one-by-one interruptions → I deliver in your preferred format with a short QA summary noting any uncertain labels for your review — I'm available 30+ hours/week and respond to messages within a few hours during my workday. ✅What you actually get when you hire me: — 98%+ annotation accuracy verified through QA review cycles — Edge cases flagged and discussed — not silently guessed at — Consistent labeling logic across large datasets — Fast turnaround on bulk work without quality drop-off in the last 10% Send me your annotation guidelines and a sample batch — I'll return a labeled test set within 24 hours so you can verify accuracy before committing to a larger contract. Looking forward to helping you build training data your model can actually learn from. Iqra Akram

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.

I’m Liaquat Ali, and I help AI teams and business owners save time, improve accuracy, and scale operations by providing high-quality data annotation and image labeling for computer vision projects, along with dependable general virtual assistant and executive virtual assistant support for daily operations. 🔹 Data Annotation, Image Labeling & Computer Vision I provide accurate and consistent data annotation, image labeling, and computer vision support for AI and machine learning projects. I follow detailed guidelines and deliver clean, well-structured datasets that improve model performance and training accuracy. I can help with: ✅ Data annotation for computer vision projects ✅ Image labeling (bounding boxes, polygons, keypoints, polylines) ✅ Image & video annotation ✅ Data tagging, classification, and dataset preparation ✅ Following annotation guidelines with high accuracy ✅ Preparing outputs in required formats (YOLO, COCO, Pascal VOC, CSV, or client formats) 🔹 General Virtual Assistant & Executive Virtual Assistant Support Alongside AI work, I work as a General Virtual Assistant and Executive Virtual Assistant, supporting businesses with daily operations, admin tasks, and data handling so nothing falls through the cracks. Virtual Assistant services include: ✅ CRM data entry & management ✅ Shopify product upload, updates & inventory management ✅ Excel & Google Sheets data entry, cleaning & formatting ✅ Web research & lead research ✅ File management & document organization ✅ Email support, task coordination & admin support ✅ Managing comments & DMs for Meta ads (Facebook & Instagram) 🧠 Tools & Work Style *Google Sheets, Excel, CRM systems *Shopify product management *Annotation tools (Label Studio, CVAT, VIA, LabelImg – as required by client) *Clear communication, fast response, and strict data confidentiality *Detail-oriented, consistent, and deadline-focused delivery ⭐ Why Clients Choose Me ✔️ Strong attention to detail for data annotation & image labeling ✔️ Reliable General Virtual Assistant & Executive Virtual Assistant support ✔️ Clean, accurate datasets for computer vision projects ✔️ Fast communication & on-time delivery ✔️ Flexible with long-term and short-term tasks If you’re looking for someone who can handle data annotation, image labeling, computer vision tasks, and also support your business as a general virtual assistant or executive virtual assistant, I’m ready to help. 📩 Send me your project details and let’s get started.

Hi there! If you're looking for a detail-oriented professional who prioritizes quality over quantity, you've found the right candidate. I take ownership of repetitive, time-consuming tasks so my clients can focus on growing their business. I bring 6+ years of experience supporting global platforms including Upwork, Meta, and ByteDance, where accuracy, consistency, and policy compliance were essential. My expertise includes Data Annotation, Content Moderation, Quality Assurance, Policy Enforcement, and Trust & Safety Operations. I review, label, categorize, and evaluate large volumes of image, video, audio, and text data while maintaining exceptional accuracy and efficiency. I also have experience handling high-risk investigations involving fraud prevention, policy violations, account integrity, and platform safety. I'm reliable, adaptable, and committed to delivering consistent, high-quality results. Whether you need an individual contributor or a scalable team, I'd be glad to help. If you're looking to hire a dedicated team of Data Annotators or Content Moderators, feel free to check out my agency, Secured Ops PH, here on Upwork. Let's connect and make great work happen!