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I am an AI/ML practitioner with a passion for academic research. I have PhD in Computer Science from the City University of New York (CUNY). I have extensive research and development experience in the industry. My area of expertise includes AI, machine learning, deep learning, computer vision, NLP, data science, privacy enhancing technologies, federated learning, reinforcement learning, and telecommunication. While working in the industry, I have been also involved in many academic research studies, and have 30+ scientific articles published in prestigious conferences and journals. My computing skills: Very proficient with deep learning and machine learning algorithms (e.g. supervised & unsupervised algorithms, reinforcement learning, LSTM, SVM, decision trees, KNN, RF, and more – have publications on these issues) Very proficient with computer vision techniques such as object recognition (by YOLO), image classification (by CNN), biometric identification by siamese networks. Very proficient with privacy-preserving ML solutions such as federated learning, differential privacy, multiparty computation (have publications on this issues) Very proficient with NLP issues such as vectorization, word embeddings, text segmentation and classification Very proficient with programming in Python, C and C++ Very proficient with Tensorflow and Scikit-Learn Machine Learning Frameworks Very proficient with image processing techniques by OpenCV Very proficient with vulnerability detection on source code by ML Very proficient with Network Simulator (ns-3) Proficient with Bash Shell scripting on Linux operating system Experience with AWS, SQL, MATLAB, Nmap, Wireshark, Backtrack, Wmware Experience with ROS (Robot Operating System) and Gazebo simulation

Hi, I am an AI & Machine Learning Engineer specializing in Perception 3D, Computer Vision, Edge Computing, Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), Chatbot Development, Generative AI, Embedded Systems, and Firmware Development. Please get in touch if you need help with the following: • Machine Learning & Deep Learning model development • Computer Vision tasks like object detection, segmentation, and 3D reconstruction • Natural Language Processing (NLP) including text mining, sentiment analysis, and chatbots • Generative AI models for stock prediction, image inpainting, and virtual clothing • Time-Series Forecasting and Anomaly Detection • Firmware development for microcontrollers (ESP32, STM32, PIC) and IoT devices • Schematic and PCB design using Altium, KiCad, Eagle, and EasyEda • AWS IoT Core setup and cloud integration for IoT projects • Device driver development for various peripherals (I2C, SPI, etc.) • AI Deployment & MLOps with AWS, GCP, Docker, and Kubernetes • Data Analysis & Visualization for business intelligence Tools and technologies I use: • Python, C++, R, JavaScript • TensorFlow, Keras, PyTorch, Scikit-Learn, HuggingFace, LangChain • Zephyr RTOS, FreeRTOS, ESP-IDF • Flask, Django, Node.js • AWS IoT Core, GCP, Docker, Kubernetes • Altium, KiCad, Eagle, EasyEda • MongoDB, MySQL, PostgreSQL, Cloud SQL • Pandas, NumPy, Matplotlib, Seaborn, SciPy Do reach out if you need something other than this, I may be able to help out and guide.

Tap into the limitless possibilities of advanced technology with a highly skilled Machine Vision Engineer. With expertise in computer vision, deep learning, and machine learning, I bring a wealth of specialized knowledge to help businesses unlock the potential of visual data. Proficient in state-of-the-art algorithms, frameworks, and libraries, I can design and implement cutting-edge solutions tailored to your unique requirements. I am a Computer Vision and machine learning expert with a focus on training, fine-tuning and deploying AI models. Currently, I am working as an Associate Computer Vision Engineer with experience in the AI programming field (machine learning, deep learning, and data science) and have accomplished many projects in these areas: ✅ Custom Computer Vision Models. ✅ Deep Learning Algorithms. ✅ Image and Video Analysis. ✅ Natural Language Processing Solutions. ✅ Data Annotation and Preparation. ✅ Model Deployment and Optimization. ✅ Real-time Object Detection and Tracking. ✅ Image segmentation (both semantic and instance) ✅ Feature Detection and Matching ✅ Generating Point Clouds and 3D models from 2D imagery ✅ Image classification ✅ Object Target re-identification / Multi-Object Tracking ✅ Depth estimation ✅ Person tracking and Crowd counting ✅ Motion Tracking ✅ Python GUI development ✅ 3D image reconstruction ✅ OCR (handwritten characters or printed) ✅ Generate a lightweight, fast inference model using 𝐎𝐍𝐍𝐗, 𝐓𝐅𝐋𝐢𝐭𝐞, 𝐓𝐞𝐧𝐬𝐨𝐫𝐑𝐓 ✅ Porting models for edge devices like 𝐑𝐚𝐬𝐩𝐛𝐞𝐫𝐫𝐲 𝐏𝐈, 𝐍𝐯𝐢𝐝𝐢𝐚 𝐉𝐞𝐭𝐬𝐨𝐧 (𝐍𝐚𝐧𝐨, 𝐗𝐚𝐯𝐢𝐞𝐫 & 𝐗𝐚𝐯𝐢𝐞𝐫 𝐍𝐗) In my past Computer vision projects, I have worked with well-known deep learning models, their optimization, and quantization. I retrained and fine-tuned custom datasets on 𝐘𝐎𝐋𝐎𝐯1𝟐, 𝐘𝐎𝐋𝐎𝐯11 𝐘𝐎𝐋𝐎𝐯𝟖, 𝐚𝐧𝐝 𝐘𝐎𝐋𝐎𝐯𝟓 architectures and also integrated single and multiple object trackers like 𝐃𝐞𝐞𝐩𝐒𝐨𝐫𝐭, 𝐚𝐧𝐝 𝐁𝐲𝐭𝐞𝐓𝐫𝐚𝐜𝐤. My research work in academia includes publishing articles on tweaking the YOLO architecture and re-training it to detect and track very small objects in the wild captured by drones. I have extensive expertise in 𝐏𝐲𝐭𝐡𝐨𝐧, particularly in utilizing libraries such as 𝐓𝐞𝐧𝐬𝐨𝐫𝐟𝐥𝐨𝐰, 𝐊𝐞𝐫𝐚𝐬, 𝐏𝐲𝐭𝐨𝐫𝐜𝐡, 𝐎𝐩𝐞𝐧𝐂𝐕, 𝐍𝐮𝐦𝐏𝐲, 𝐌𝐚𝐭𝐩𝐥𝐨𝐭𝐥𝐢𝐛, 𝐒𝐜𝐢𝐏𝐲, 𝐏𝐚𝐧𝐝𝐚𝐬, 𝐒𝐜𝐢𝐤𝐢𝐭𝐥𝐞𝐚𝐫𝐧, 𝐅𝐥𝐚𝐬𝐤, 𝐏𝐲𝐐𝐭, 𝐚𝐧𝐝 𝐓𝐤𝐢𝐧𝐭𝐞𝐫. I am also familiar with using the 𝐌𝐲𝐒𝐐𝐋 𝐝𝐚𝐭𝐚𝐛𝐚𝐬𝐞. 𝗪𝗵𝘆 𝘆𝗼𝘂 𝘀𝗵𝗼𝘂𝗹𝗱 𝗵𝗶𝗿𝗲 𝗺𝗲? ✔️ Get the best AI engines in terms of accuracy and processing speed ✔️ Employing rigorous testing and validation techniques to deliver exceptional, timely results ✔️ Always ready to respond ✔️ Your code will be developed using the latest knowledge and novel methods ✔️ Codes and models will be deeply tested and deployed to your device So let's connect and embark on a transformative journey together.

Github link : https://github .com/GodfatherMSA (delete the space) Go my github link for all projects. AI and Computer Vision developer with hands-on experience in deep learning, image processing, and Python programming. Developed end-to-end AI solutions including fire detection, safety compliance control, and quality inspection for industrial processes. Strong background in IT support, hardware maintenance, and network troubleshooting. Adept at managing data collection, cleaning, and annotation workflows to serve machine learning pipelines.

Clean data drives powerful AI models and smart business decisions. If your team is buried under messy spreadsheets, needs precision datasets labeled for machine learning, or requires custom computer vision pipelines, I build and automate the solution for you. Whether it’s 100 high-resolution images or 100,000 messy leads—I handle each task with engineering-level precision and a zero-margin-for-error mindset. 🔹 How I Can Help You: 🖋️ AI Data Annotation & Computer Vision: High-precision image and text labeling (Bounding Boxes, Polygons, Semantic Segmentation, NER). Custom-trained YOLO models and strict dataset Quality Assurance (QA). 📊 Web Scraping & Data Extraction: Custom Python (BeautifulSoup & Selenium) scripts, advanced anti-bot bypass configurations, and automated e-commerce/competitor data miners. 🧹 Data Cleaning & Wrangling: High-efficiency Pandas & NumPy workflows, complex regex text normalization, deduplication, and structured database formatting. 🛠️ Technical Toolset & Platforms: AI & Annotation: CVAT, Label Studio, Labelbox, Roboflow, YOLO Scraping & Automation: Python (Selenium, BeautifulSoup, Requests), ETL Pipelines Data Science & Languages: Pandas, NumPy, SQL, Git, Java, Node.js, HTML/CSS 🙌 Why Clients Choose Me: ✅ The Technical Edge: Because I write Python, I don't just label data manually; I design automated validation scripts to ensure 99%+ schema accuracy before delivery. ✅ Production-Ready Deliverables: My web scrapers and data pipelines include clean documentation and robust error handling so they remain resilient over time. ✅ Engineering-Grade Quality: Multiple quality-control passes on every dataset to guarantee zero corruption in your AI training models. ✅ Seamless Communication: Fast response times, daily/weekly updates, and strict data confidentiality. 💻 Infrastructure & Availability: ⚡ High-speed, stable internet connection with backup 💻 Powerful dedicated workstation for heavy data processing 🕒 Flexible hours (Compatible with multiple time zones)

MSc. Data Scientist with 3+ years of experience in transforming raw data into valuable services. Proven ability to train ML models(classification, clustering, regression) and implement them into pipelines for inference in real-world applications by integrating them into Restful APIs, and finishing the process by Dockerizing the service to be used in production. 💻𝙒𝙃𝙀𝙍𝙀 𝙄 𝙀𝙓𝙋𝙀𝙍𝙏𝙄𝙎𝙀: - Data science: Data visualization, Supervised learning algos, Unsupervised learning algos, Regression, ANN, Feature Engineering, Feature selection & extraction, etc.. - Computer vision: Object Detection(YOLO, Faster-RCNN), CNN architectures(Resnet, EfficientNet), Zero-shot learning(CLIP, GDINO, SAM, BLİP), VIT - LLM: LangChain, LangGraph, RAG systems, model quantization, LORA, LLM architectures(BERT, LLAMA), OpenAI API, HuggingFace Transormers - ML libraries: Pandas, Numpy, Keras, Pytorch, Tensorflow, AutoML, MLflow - Programming Languages: Python, Dart, SQL, NoSQL - Databases: Vector DB(Chroma, PGvector, LlamaIndex), PostgreSQL, Elasticsearch - Backend: Fast API, Flask - Cloud Platforms: AWS(Sagemaker, S3), GCP(Vertex, vision API), Kubernets, Docker, Github - Operating Systems: Linux, Windows 💡𝙒𝙃𝘼𝙏 𝙔𝙊𝙐 𝙒𝙄𝙇𝙇 𝘽𝙀 𝙋𝙍𝙊𝙑𝙄𝘿𝙀𝘿: Build advanced AI models and seamlessly integrate APIs to enhance workflows. Collect, process, and analyze data to reveal valuable business insights. Leverage machine learning and data-driven solutions to automate and optimize tasks. Offer dedicated long-term support for sustainable AI and data-driven initiatives. 🔎𝘾𝙊𝙉𝙉𝙀𝘾𝙏 𝙒𝙄𝙏𝙃 𝙈𝙀, 𝙄𝙁: You're seeking a seasoned expert in AI and API integration to drive business innovation. You need efficient data scraping and analytics solutions to inform critical decisions and strategy. You aim to harness cutting-edge technology to boost productivity and maximize profits. You require a dedicated specialist to manage, streamline, and enhance your tech infrastructure for optimal performance. 🚀𝙏𝙃𝙀 𝘼𝘿𝙑𝘼𝙉𝙏𝙀𝙂𝙀𝙎 𝙊𝙁 𝘾𝙊𝙇𝙇𝘼𝘽𝙊𝙍𝘼𝙏𝙄𝙉𝙂 𝙒𝙄𝙏𝙃 𝙈𝙀 : Fast and professional service centered on delivering client success. Tailored insights and cutting-edge solutions for your data and AI challenges. Committed long-term support to drive ongoing improvement and business growth. Reach out on Upwork to explore how I can help you harness data and AI for your business success!