I have extensive experience in Computer Vision, Deep Learning, AI/ML, and Data Science, focused on creating impactful solutions that address real-world challenges. I specialize in transforming complex concepts into practical systems that meet and exceed client expectations. Whether it's building efficient models for object detection, classification, segmentation, or delivering insightful data analysis, I am dedicated to creating solutions that add value and drive success. **𝗦𝗞𝗜𝗟𝗟𝗦:** - Data Wrangling, Feature Engineering, Predictive Modeling - Machine Learning & Deep Learning Models, Data Analysis - Algorithm Development & Optimization - Object Detection, Classification, Instance & Semantic Segmentation - Face Detection & Recognition, Object Tracking, Re-Identification - Pose Estimation, Action Recognition - Image & Video Annotation, High Precision Bounding Boxes & Segmentation Masks - Frame Differentiation, Motion Detection, Change Detection - Model Deployment & Training, Hyperparameter Tuning - Data Visualization & Reporting, Feature Importance Analysis - Real-Time Video Processing, Edge AI Deployment, Model Integration into Applications **𝗧𝗢𝗢𝗟𝗦 𝗜 𝗨𝗦𝗘:** - YOLO (YOLOv8, YOLOv9, YOLO-NAS, YOLOv10), ByteTrack, BoT-SORT - DeepFace, FaceNet512, Dlib, RetinaFace, MediaPipe - CVAT (Computer Vision Annotation Tool), Roboflow - FastAPI, Python (NumPy, Pandas, Scikit-Learn, TensorFlow, PyTorch), OpenCV - Jupyter, Google Colab, SQL for Data Analysis, VSCode - Matplotlib, Seaborn, Plotly for Data Visualization When you work with me, you're not just hiring a technical expert—you’re gaining a partner who is committed to your success. I take pride in delivering solutions that are technically sound, practical, and aligned with your business goals. Let’s work together to create something exceptional and ensure your project's success.

I’m a Computer Vision & Generative AI Engineer specializing in building production-ready AI systems for image generation, video generation, object detection, segmentation, OCR, and vision-language applications. I design and deploy intelligent models that transform ideas into scalable AI solutions. My work spans Generative AI, Computer Vision, and Agentic AI systems, helping startups and research teams build advanced AI products. Core Expertise 🧠 Generative AI / Image & Video Generation Stable Diffusion, ControlNet, LoRA, DreamBooth, Diffusion Models, GANs (DCGAN, StyleGAN), Variational Autoencoders (VAE), AI Ad Generation, Product Visualization, Creative Media Generation, Super Resolution (Real-ESRGAN), Tiled Diffusion, High-Resolution Image Generation 👁 Computer Vision Object Detection: YOLOv5, YOLOv7, YOLOv8, YOLO-X, PaddleYOLO, Faster R-CNN, RetinaNet Segmentation: SAM (Segment Anything), SegFormer, Mask R-CNN, UNet, DeepLabV3+ Tracking & Scene Understanding, Image Classification, Feature Extraction 📄 OCR & Document AI PaddleOCR, CRNN, EasyOCR, Tesseract, Custom text detection pipelines, Document layout analysis, Intelligent document processing 🤖 Vision-Language & Multimodal AI Vision Language Models (VLMs), CLIP-based systems, multimodal pipelines combining LLMs + computer vision ⚙ Deep Learning & Model Development CNNs, Transformers, Attention Models, Diffusion Models, GAN Architectures, Custom Model Training, Fine-tuning, Transfer Learning 🧰 Tech Stack PyTorch, TensorFlow, OpenCV, HuggingFace, Scikit-learn, CUDA, Python 🚀 AI Systems, Deployment & MLOps FastAPI / Flask APIs, Docker, GPU inference pipelines, AWS, GCP, RunPod, scalable AI architectures, model optimization, CI/CD Industries I've Worked With Healthcare imaging • Satellite imagery • Document intelligence • Fintech • AI marketing & creative generation I’ve helped clients build custom AI models, automate complex visual workflows, and deploy production-grade AI systems. If you’re building something ambitious with Computer Vision or Generative AI, let’s collaborate and turn your idea into a working AI product.

I build real-time computer vision systems that actually work in production, helping businesses reduce costs, automate monitoring, and eliminate human error. If you're dealing with missed defects, inaccurate counting, or unreliable surveillance systems, I can design and deploy AI-powered solutions that run efficiently on edge devices (Jetson, Raspberry Pi) or in the cloud. WHAT I BUILD FOR YOU ✅ Object Detection & Multi-Object Tracking (YOLOv5, YOLOv8, ByteTrack, DeepSORT, BOTSort) ✅ Real-Time Video Analytics — people counting, crowd monitoring, heatmaps ✅ Industrial Inspection & Defect Detection (manufacturing QA automation) ✅ Smart Surveillance Systems — intrusion detection, zone monitoring, alerts ✅ OCR & Document AI — license plates, barcodes, form data extraction ✅ Face Recognition & Identity Verification Systems ✅ Custom Computer Vision Models — training, fine-tuning, evaluation EDGE AI & DEPLOYMENT (MY CORE STRENGTH) ✅ NVIDIA Jetson (Nano, Orin), Raspberry Pi, Hailo deployment ✅ TensorRT, ONNX optimization (low latency, high FPS) ✅ OpenCV real-time pipelines & video processing ✅ FastAPI / REST APIs / Docker-based deployment ✅ Cloud + GPU inference APIs (AWS-ready systems) I don’t just train models, I build complete, production-ready systems optimized for real-world constraints. REAL-WORLD SOLUTIONS I’VE BUILT ✔️ Real-time fall detection system on NVIDIA Jetson ✔️ Industrial defect detection pipelines for manufacturing ✔️ Zone monitoring & object tracking systems ✔️ Optimized inference pipelines using TensorRT + ONNX INDUSTRIES I WORK WITH Retail Analytics | Industrial QA | Smart Security | Healthcare Imaging Logistics & Warehousing | Agriculture | Smart Cities | Surveillance Wild life and Geo images analysis HOW I WORK 1. Understand your use case & define success metrics 2. Design system architecture (model + pipeline + deployment) 3. Build, optimize, and test with real-world data 4. Deliver scalable, production-ready solutions WHY CLIENTS CHOOSE ME ✔️ Production-focused (not just demos) ✔️ High-performance systems (low latency, optimized FPS) ✔️ Clean, maintainable, scalable code ✔️ Clear communication & reliable delivery ✔️ Long-term support after deployment If you need a computer vision engineer who understands both AI models and real-world deployment challenges, let’s talk. 📩 Message me with your use case, and I’ll suggest the best approach for your project.

Welcome to my profile! I specialize in data annotation for training of AI and Machine Learning Models, Virtual Assistance, Data Entry, Quality Assurance, and Email Marketing. I am a skilled data annotation specialist with over 5 years of experience in AI training and quality assurance. I have successfully completed projects in image and video annotation for agricultural applications, sports broadcasting and automobile projects. I am proficient in data labelling, transcription, and data collection, combining a strong technical background with practical skills for detailed annotations. I utilise tools like CVAT, Labelbox and SuperAnnotate to ensure high accuracy in diverse data-related tasks. I also support clients with email marketing tasks including campaign scheduling, list management, and coordination of outreach workflows. I value quality in every project I undertake and I look to build lasting relationships with clients. I have undertaken projects in: - Agriculture - Sports - Automobiles - Music - Medical Applications & many more! Full Expertise: Virtual Assistant | Administrative Support | Executive Assistant | Calendar Management | Email Management | Remote Assistant | CRM Management | File Organization | Online Research Data Annotation | Image Annotation | Text Annotation | Video Annotation | Audio Transcription | Data Labeling | Bounding Box | Semantic Segmentation | Sentiment Analysis | AI Training Data | Dataset Creation | Polygon Annotation | LLM Training Quality Assurance | QA Testing | Software QA | QA Documentation Data Entry | Data Processing | Spreadsheet Management | Excel | Google Sheets | Data Mining | CRM Data Entry Email Marketing | Campaign Scheduling | Email List Management | Outreach Coordination

I'm a passionate Data Annotation specialist with eight years of experience in various annotation tasks, including Bounding Box, Polygon, Point, Broken Line, Keypoints, Instance/Semantic Segmentation, and Natural Language Annotation. I've worked on LiDAR tasks for self-driving cars and collaborated with multiple companies, platforms, and projects to advance Artificial Intelligence development. My expertise spans across diverse industries, ensuring high-quality data for machine learning models. I'm dedicated to precision and efficiency, constantly seeking innovative solutions to improve annotation processes. I've gained experience with a variety of specialized internal software programs and open-source tools for generating training datasets. ✔️Alegro ✔️Amazon sagemaker ground truth ✔️Boobs ✔️Colabeler ✔️CVAT ✔️Dataloop ✔️Imagetagger ✔️Gimp ✔️Google Cloud Platform ✔️G Studio ✔️LabelMe ✔️Labelbox ✔️Labelimg ✔️Label Studio ✔️Makesense ✔️Roboflow ✔️Segments(.)ai ✔️Superannotate ✔️Supervisely ✔️V7 Darwin ✔️VoTT ✔️VGG/VIA and others. 👉 (output format:JSON |JSON-MIN | COCO | TSV | CSV | TEXT (yolo) | XML (PascalVoc)| BD | CTNK | Tensorflow records | CONLL2003 ) I am knowledgeable in using FFMPEG for data conversion and changing the resolution of imagery. In this role, I managed a remote team of professionals. My responsibilities: - Assigning tasked work to remote workers via the cloud. - Answering questions for edge cases. - Reminding the workers about task deadlines - Collecting labeled datasets. - Reviewing labeled datasets. (Making sure that the labels & metadata are correct as per instructions. Assuring the quality and accuracy.) - Maintaining and Updating worksheets A Jack of all trades, self-motivated, hardworking, and a quick learner. I pride myself on providing the highest quality of work and fast delivery. If you need my help. Drop a message and let's discuss it!

I am always at your service for any data annotation jobs for machine learning and artificial intelligence. I annotate, analyze, classify, tag, and segment images, videos, texts, and audio with the polygon, line, polyline, cuboid, points, bounding box tool and audio tools. You can always count on my service as you are certain of an awesome result. Feel free to contact me as a trial will convince you. Annotation software/platforms - LabelImg - Labelme - Labelbox - VGG (VIA) - Makesense.ai - Google spreadsheets - Microsoft Excel - CVAT - Google Loft 2.0 Segmentation and transcription - Annotation Pro. - Audacity

I am an AI-savvy operations professional who is skilled in annotations and LLM evaluations, managing the operations and teams in businesses and integrating AI tools like Claude, Gemini, ChatGPT, and Perplexity. My most recent role was at Scale AI, where I led contributors through 1,000+ annotation and evaluation tasks conducted on Outlier. As both a team lead and operations lead, I oversaw project quality, ensuring accurate and timely delivery across all assignments. I supported my team by building SOPs and documentation, ensuring they were well-equipped to deliver consistent results, while also managing communication through the Outlier community channel. My strengths include: - Building AI-powered automations and automating workflow processes - Improving operational processes across teams and projects - Managing communication and coordination between team members - Creating SOPs and clear documentation for teams If you're looking for someone who is AI-savvy and can manage your team or run your operations while implementing practical automations, I can help. Best Milena

I am a bilingual Arabic and English Voice Talent with experience in voice recording, AI voice generation, speech data collection, and ElevenLabs text-to-speech production. I have worked on multiple Arabic and English voice projects, including conversational recordings, speech datasets, AI training data, audio review, and voice quality evaluation. I am experienced in Modern Standard Arabic (MSA), Gulf Arabic (including UAE and Saudi styles), Levantine Arabic, and English voice recordings. I also have hands-on experience using ElevenLabs to create natural-sounding AI voiceovers for YouTube channels and other content projects, managing the full workflow from script preparation to final audio delivery. In addition, I have experience recruiting participants and moderating interviews for AI and market research studies. I have conducted Arabic and English interviews, coordinated survey participants, and moderated user research sessions, including a football gaming user-testing project. Skills: • Voice Recording & Voice Over • Arabic & English Voice Talent • UAE, Saudi, Gulf, Levantine & MSA Arabic • ElevenLabs & AI Voice Generation • Text-to-Speech (TTS) • Speech Data Collection • Audio Review & QA • Interview Moderation • Participant Recruitment • AI Training & Annotation • Audacity & Audio Editing

Welcome to my profile! I am Zehara Eshetu, a Master's degree holder in Artificial Intelligence with over 5 years of professional experience in AI-driven research and real-world projects. I specialize in designing, developing, and deploying AI-powered solutions that solve complex problems across various domains. As a freelancer, I bring both technical expertise and professional commitment ensuring clear communication, timely delivery, and client satisfaction. Whether you need end-to-end development, AI consulting, or collaboration as part of a team, I am confident in delivering high-quality results. 🔷️🔷️ My Core Expertise Includes:🔷️🔷️ ✔️ Machine Learning & Deep Learning ✔️ Natural Language Processing ✔️ Computer Vision ✔️ Speech & Audio Processing ✔️Generative AI ✔️Data Science & Analytics ✔️MLOps & Deployment ✔️Big Data Handling 🔷️🔷️🔷️Additional Skills:🔷️🔷️🔷️ ➡️ Multilingual Translation & Transcription (Amharic ↔ English, other languages) ➡️ Data Entry & Annotation (Text, image, audio, video datasets) ➡️Documentation & Research Writing ➡️MS Office Tools for reports and presentations 🔶️🔶️🔶️🔶️🔶️Why Choose Me?🔶️🔶️🔶️🔶️🔶️ ✅ Strong academic and research background in AI ✅ Proven track record of successful AI projects ✅ Fast response and on-time delivery ✅ Ability to work independently or as part of a team ✅ High-quality work tailored to client needs 💡 If you’re looking for an AI specialist who can turn ideas into intelligent solutions, let’s collaborate!

Unlock the Power of AI Computer Vision & Engineering Expertise! Hello, I'm thrilled to welcome you to my Upwork profile! As an experienced professional with a profound understanding of AI computer vision and a degree in Electrical Engineering, I offer a comprehensive range of services to elevate your projects to new heights. AI Computer Vision Services: Object Detection: Leverage advanced algorithms for precise and accurate object identification, paving the way for automation and optimization in various industries. Data Annotation: Ensure your AI models are trained on high-quality, well-labeled data, enhancing their performance and delivering valuable insights. Data Cleaning: Streamline your data pipeline with meticulous data cleaning, guaranteeing reliable and trustworthy results. Face Recognition: Enhance security and user experiences with state-of-the-art face recognition technology, tailored to meet your specific needs. Text Extraction & OCR: Transform unstructured text into structured data, enabling better decision-making and operational efficiency. Edge Devices: I have expertise in using edge devices like Raspberry pi, Jetson Nano, Arduino (Opta and Portenta machine control) Engineering Expertise: Signal Processing (MATLAB): Optimize data analysis and extraction using my expertise in electrical engineering and signal processing, uncovering crucial insights from complex signals. Circuit Design & Simulations (Proteus and PSPICE): Streamline hardware projects with flawless circuit designs and simulations, saving valuable time and resources. Mathematical Modeling: Address complex challenges confidently with strong mathematical modeling skills, providing a solid foundation for data-driven decisions. Why Choose Me: Proven Expertise: With extensive experience in machine learning, deep learning algorithms, and engineering, I deliver exceptional results that set your projects apart. Custom Solutions: I tailor my services to your unique requirements, ensuring the perfect fit for your specific goals. Fast & Reliable: My proficiency in Python and MATLAB enables me to deliver swift and accurate solutions, meeting your deadlines with confidence. Client Satisfaction: Your success is my priority, and I'm committed to providing top-tier service that builds lasting partnerships. Let's embark on a journey together to revolutionize your projects with the power of AI and engineering excellence. Contact me now for a consultation, and let's bring your visions to life!