21+ years of extensive experience in the IT industry with a proven track record of delivering AI-powered voice assistants, RAG platforms, and intelligent agents for global startups, EdTech platforms, and enterprises. Worked across finance, education, retail, and consulting industries, helping clients design and deploy AI solutions that reduce costs, improve efficiency, and unlock new business opportunities. Skills and Expertise • AI Development: Generative AI, LLMs (GPT, Claude, LLaMA), AI Agents, Conversational AI, Retrieval-Augmented Generation (RAG), and Prompt Engineering. • Frameworks & Libraries: LangChain, LlamaIndex, Transformers, TensorFlow, PyTorch. • MLOps & Cloud: CI/CD Pipelines, FastAPI, Docker, Kubernetes, AWS, GCP, Azure. • Databases: PostgreSQL, MySQL, MongoDB, Redis, and Vector Databases (Pinecone, Qdrant, ChromaDB, Elasticsearch). • Specialized Solutions: Voicebots, Virtual Assistants, Multimodal AI, and Custom AI Model Training & Fine-Tuning.

Most businesses are sitting on valuable data, they just don't know how to use it yet. I help founders, managers, and growing businesses turn that data into clear decisions, accurate predictions, and real results. I work with businesses to solve practical problems using data: forecasting outcomes, understanding customer behavior, automating repetitive analysis, and building intelligent systems that save time and reduce guesswork. - Turning messy, overwhelming data into clear, actionable insights - Building prediction models with 87%+ accuracy that help you plan ahead with confidence - Automating manual reporting and analysis to save your team hours - Identifying patterns in customer data to support smarter business decisions - Delivering results you can actually act on, not just technical reports A few things I'm proud of: - ⭐ 100% Job Success Score across all completed projects on Upwork - 🎯 Built prediction models achieving 87% accuracy on real-world data - ✅ 5-star reviews on every completed client engagement across multiple platforms - 📊 Delivered solutions across healthcare, education, and business analytics I focus on practical solutions, not just theory. Every project I take on is built around your specific business goals and designed to fit into how your team already works, no unnecessary complexity, just results. If you're ready to make your data work for you, I'd love to hear about your project. Let's talk.

🔵 𝐓𝐎𝐏 𝐑𝐀𝐓𝐄𝐃 𝐅𝐑𝐄𝐄𝐋𝐀𝐍𝐂𝐄𝐑 🔵 AI, Web Scraping & Backend Expert 🔵 100% Job Success 🚀 Welcome! I'm Mounir — an AI and Data Analytics Master's graduate, and a highly experienced backend engineer with deep expertise in AI development, web scraping, and server-side systems. With a strong foundation in data science and software engineering, I have: ✅ Built and scaled backend systems powering websites, APIs, and production-grade chatbots. ✅ Trained, fine-tuned, and deployed over 15 machine learning models across NLP, CV, and recommender systems. ✅ Scraped and structured data from hundreds of complex websites for competitive analysis, market intelligence, and automation. ✅ Delivered AI-driven solutions to clients in finance, healthcare, e-commerce, and more. 🔧 What I Do Best Backend Engineering: Fast, secure, and scalable APIs and services using Python (FastAPI, Django), Node.js, and Java. AI/ML Modeling: End-to-end ML workflows with TensorFlow, PyTorch, scikit-learn. Model optimization, deployment, and automation. Web Scraping & Crawling: Robust spiders using Playwright, Selenium, and Scrapy — capable of bypassing complex protections (CAPTCHA, JS rendering). Data Pipelines & Storage: PostgreSQL, MongoDB, MySQL, BigQuery. ETL pipelines for real-time and batch processing. DevOps & Deployment: CI/CD, Docker, AWS, GCP, and serverless architectures for fast delivery and scalability. Chatbots & NLP: Intelligent, context-aware bots powered by custom ML/NLP pipelines and OpenAI/GPT integrations. 🎓 Credentials Master’s Degree in Artificial Intelligence & Data Analytics 6+ years of hands-on experience in full-stack AI and backend systems Fluent in Python, JavaScript, and Java — with deep understanding of data structures, APIs, and cloud architecture I take pride in delivering clean, efficient, and production-ready solutions. Whether you're a startup looking to scale fast or a company needing advanced AI integrations or scraping capabilities, I’m here to help you reach your goals with precision and speed. 📂 Explore my portfolio and GitHub to see the real impact of my work. Let’s build something exceptional — together.

Build production machine learning systems: forecasting, NLP, computer vision, and tabular models, plus the MLOps to deploy and monitor them, so the model keeps working after it ships. Machine Learning Engineer with 8+ years taking ML projects from raw data to live deployment in Python and AWS. Shipped models across telecom, automotive, energy, renewables, shipping, and e-commerce: demand forecasting, customer scoring and segmentation, anomaly detection, NLP, and decision automation. 🔑𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞: 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠: Predictive modeling, classification, regression, forecasting, time series, clustering, anomaly detection, recommendation systems, feature engineering 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞: Python, Pandas, NumPy, Scikit-learn, statistical analysis, data wrangling, EDA, A/B testing 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠, 𝐍𝐋𝐏 & 𝐂𝐕: TensorFlow, PyTorch, neural networks, text classification, embeddings, image classification, object detection 𝐌𝐋𝐎𝐩𝐬 & 𝐂𝐥𝐨𝐮𝐝: AWS (SageMaker, EC2, S3, Lambda), Docker, MLflow, CI/CD, model deployment, monitoring, scalable pipelines 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 & 𝐁𝐚𝐜𝐤𝐞𝐧𝐝: FastAPI, Flask, Django, REST APIs, n8n, Zapier, Make, webhooks 𝐀𝐈, 𝐋𝐋𝐌 & 𝐁𝐨𝐭𝐬: GPT-4, Claude, RAG, LangChain, LangGraph, vector databases, prompt engineering, AI agents, chatbot development, conversational AI, Telegram/Discord/Slack bots Tell me your data and the outcome you need. I'll reply with how I'd approach the model and a rough timeline, so you know what working with me looks like before you commit.

Are you a startup founder or agency sitting on a software project that keeps breaking, stalling, or eating your budget without delivering results? 𝘐𝘴 𝘺𝘰𝘶𝘳 𝘤𝘶𝘳𝘳𝘦𝘯𝘵 𝘥𝘦𝘷𝘦𝘭𝘰𝘱𝘦𝘳 𝘮𝘰𝘳𝘦 𝘧𝘰𝘤𝘶𝘴𝘦𝘥 𝘰𝘯 𝘸𝘳𝘪𝘵𝘪𝘯𝘨 𝘧𝘢𝘯𝘤𝘺 𝘤𝘰𝘥𝘦 𝘵𝘩𝘢𝘯 𝘢𝘤𝘵𝘶𝘢𝘭𝘭𝘺 𝘴𝘰𝘭𝘷𝘪𝘯𝘨 𝘺𝘰𝘶𝘳 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘣𝘭𝘦𝘮? Typical founders and agencies I speak to are doing well on the business side but deeply concerned about one thing. 𝑻𝒉𝒆𝒊𝒓 𝒔𝒐𝒇𝒕𝒘𝒂𝒓𝒆 𝒘𝒂𝒔 𝒏𝒆𝒗𝒆𝒓 𝒃𝒖𝒊𝒍𝒕 𝒕𝒐 𝒔𝒄𝒂𝒍𝒆. They are disappointed with systems that crack the moment traffic spikes. They are unhappy with developers who disappear after delivery leaving them with technical debt they cannot explain to their own team. ▸ 𝘋𝘰𝘦𝘴 𝘺𝘰𝘶𝘳 𝘴𝘺𝘴𝘵𝘦𝘮 𝘭𝘰𝘢𝘥 𝘭𝘪𝘬𝘦 𝘢 𝘸𝘰𝘰𝘥𝘦𝘯 𝘸𝘩𝘦𝘦𝘭 𝘦𝘷𝘦𝘳𝘺 𝘵𝘪𝘮𝘦 𝘳𝘦𝘢𝘭 𝘶𝘴𝘦𝘳𝘴 𝘴𝘩𝘰𝘸 𝘶𝘱? ▸ 𝘐𝘴 𝘪𝘵 𝘯𝘰𝘵 𝘮𝘰𝘣𝘪𝘭𝘦 𝘰𝘱𝘵𝘪𝘮𝘪𝘻𝘦𝘥? ▸ 𝘋𝘰𝘦𝘴 𝘪𝘵 𝘨𝘰 𝘥𝘰𝘸𝘯 𝘦𝘹𝘢𝘤𝘵𝘭𝘺 𝘸𝘩𝘦𝘯 𝘺𝘰𝘶𝘳 𝘮𝘰𝘴𝘵 𝘪𝘮𝘱𝘰𝘳𝘵𝘢𝘯𝘵 𝘤𝘭𝘪𝘦𝘯𝘵𝘴 𝘢𝘳𝘦 𝘸𝘢𝘵𝘤𝘩𝘪𝘯𝘨? 𝑰𝒇 𝒕𝒉𝒂𝒕 𝒊𝒔 𝒚𝒐𝒖, 𝒕𝒉𝒆𝒏 𝒎𝒂𝒚𝒃𝒆 𝑰 𝒄𝒂𝒏 𝒉𝒆𝒍𝒑. I am a 𝗦𝗲𝗻𝗶𝗼𝗿 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 with 5+ 𝘆𝗲𝗮𝗿𝘀 of experience and 5𝟬+ 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝗲𝗱 across SaaS platforms, MVPs, e-commerce systems, and enterprise-level infrastructure. 𝘐 𝘥𝘰 𝘯𝘰𝘵 𝘫𝘶𝘴𝘵 𝘸𝘳𝘪𝘵𝘦 𝘤𝘰𝘥𝘦. I understand your business model first. I choose the right stack strategically. I build systems engineered for 𝗴𝗿𝗼𝘄𝘁𝗵 not just quick launches and I communicate clearly so you never chase updates or wonder what is happening with your product. 𝘛𝘩𝘦𝘺 𝘭𝘢𝘶𝘨𝘩𝘦𝘥 𝘸𝘩𝘦𝘯 𝘐 𝘴𝘢𝘪𝘥 𝘐 𝘤𝘰𝘶𝘭𝘥 𝘳𝘦𝘴𝘤𝘶𝘦 𝘢 𝘧𝘢𝘪𝘭𝘪𝘯𝘨 𝘚𝘢𝘢𝘚 𝘱𝘳𝘰𝘫𝘦𝘤𝘵 𝘪𝘯 𝘶𝘯𝘥𝘦𝘳 30 𝘥𝘢𝘺𝘴. 𝘉𝘶𝘵 𝘸𝘩𝘦𝘯 𝘵𝘩𝘦𝘺 𝘴𝘢𝘸 𝘵𝘩𝘦 𝘳𝘦𝘴𝘶𝘭𝘵𝘴 𝒕𝒉𝒆 𝒄𝒐𝒏𝒗𝒆𝒓𝒔𝒂𝒕𝒊𝒐𝒏 𝒄𝒉𝒂𝒏𝒈𝒆𝒅. You have options. But 𝘩𝘪𝘳𝘪𝘯𝘨 𝘢 𝘭𝘰𝘸-𝘤𝘰𝘴𝘵 𝘥𝘦𝘷𝘦𝘭𝘰𝘱𝘦𝘳 𝘪𝘴 𝘭𝘪𝘬𝘦 𝘭𝘰𝘷𝘦 𝘢𝘵 𝘧𝘪𝘳𝘴𝘵 𝘴𝘪𝘨𝘩𝘵. It feels good at the start. But later you open the box and sometimes 𝘵𝘩𝘦 𝘣𝘰𝘹 𝘪𝘴 𝘦𝘮𝘱𝘵𝘺. I come in with a clear process, defined standards, and long-term thinking. If the system I build does not handle your load, pass QA, and work across every device I will make it right. 𝗧𝗵𝗮𝘁 𝗶𝘀 𝗺𝘆 𝗴𝘂𝗮𝗿𝗮𝗻𝘁𝗲𝗲. 𝑰𝒇 𝒚𝒐𝒖 𝒂𝒓𝒆 𝒔𝒆𝒓𝒊𝒐𝒖𝒔 𝒂𝒃𝒐𝒖𝒕 𝒃𝒖𝒊𝒍𝒅𝒊𝒏𝒈 𝒔𝒐𝒇𝒕𝒘𝒂𝒓𝒆 𝒕𝒉𝒆 𝒓𝒊𝒈𝒉𝒕 𝒘𝒂𝒚, 𝒔𝒆𝒏𝒅 𝒎𝒆 𝒂 𝒎𝒆𝒔𝒔𝒂𝒈𝒆 𝒓𝒊𝒈𝒉𝒕 𝒏𝒐𝒘. 𝗬𝗼𝘂𝗿 𝗻𝘂𝗺𝗯𝗲𝗿 𝗼𝗻𝗲 𝘁𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗽𝗮𝗿𝘁𝗻𝗲𝗿 the architect who makes sure your system never becomes your biggest bottleneck. 𝘗.𝘚. 𝘐𝘧 𝘰𝘯𝘦 𝘥𝘢𝘺 𝘺𝘰𝘶𝘳 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮 𝘢𝘤𝘩𝘪𝘦𝘷𝘦𝘴 𝘦𝘷𝘦𝘯 𝘢 𝘧𝘳𝘢𝘤𝘵𝘪𝘰𝘯 𝘰𝘧 𝘵𝘩𝘦 𝘨𝘳𝘰𝘸𝘵𝘩 𝘺𝘰𝘶 𝘢𝘳𝘦 𝘸𝘰𝘳𝘬𝘪𝘯𝘨 𝘵𝘰𝘸𝘢𝘳𝘥 𝘢𝘯𝘥 𝘵𝘩𝘦 𝘴𝘺𝘴𝘵𝘦𝘮 𝘩𝘰𝘭𝘥𝘴 𝘸𝘪𝘵𝘩𝘰𝘶𝘵 𝘣𝘳𝘦𝘢𝘬𝘪𝘯𝘨 𝒕𝒉𝒂𝒕 𝒊𝒔 𝒕𝒉𝒆 𝒐𝒏𝒍𝒚 𝒎𝒆𝒂𝒔𝒖𝒓𝒆 𝒐𝒇 𝒔𝒖𝒄𝒄𝒆𝒔𝒔 𝑰 𝒄𝒂𝒓𝒆 𝒂𝒃𝒐𝒖𝒕. 𝗙𝗔𝗤 𝗖𝗮𝗻 𝘆𝗼𝘂 𝘄𝗼𝗿𝗸 𝘄𝗶𝘁𝗵 𝗲𝘅𝗶𝘀𝘁𝗶𝗻𝗴 𝗰𝗼𝗱𝗲𝗯𝗮𝘀𝗲𝘀? Both new and existing. 𝘐 𝘥𝘰 𝘯𝘰𝘵 𝘳𝘦𝘸𝘳𝘪𝘵𝘦 𝘧𝘰𝘳 𝘵𝘩𝘦 𝘴𝘢𝘬𝘦 𝘰𝘧 𝘳𝘦𝘸𝘳𝘪𝘵𝘪𝘯𝘨. 𝗪𝗵𝗮𝘁 𝘀𝘁𝗮𝗰𝗸𝘀 𝗱𝗼 𝘆𝗼𝘂 𝘄𝗼𝗿𝗸 𝘄𝗶𝘁𝗵? React, Next.js, Node.js, Python, WordPress, AWS, GCP, PostgreSQL, MongoDB and more. 𝘛𝘩𝘦 𝘴𝘵𝘢𝘤𝘬 𝘪𝘴 𝘢𝘭𝘸𝘢𝘺𝘴 𝘤𝘩𝘰𝘴𝘦𝘯 𝘣𝘢𝘴𝘦𝘥 𝘰𝘯 𝘺𝘰𝘶𝘳 𝘯𝘦𝘦𝘥𝘴 not my preference. 𝗖𝗮𝗻 𝘆𝗼𝘂 𝗵𝗮𝗻𝗱𝗹𝗲 𝗯𝗼𝘁𝗵 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗮𝗻𝗱 𝗱𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁? Yes. I lead execution and stay involved through delivery 𝘐 𝘥𝘰 𝘯𝘰𝘵 𝘤𝘰𝘯𝘴𝘶𝘭𝘵 𝘢𝘯𝘥 𝘥𝘪𝘴𝘢𝘱𝘱𝘦𝘢𝘳. 𝗪𝗵𝗮𝘁 𝗶𝗳 𝗜 𝗼𝗻𝗹𝘆 𝗻𝗲𝗲𝗱 𝗮 𝘁𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗿𝗲𝘃𝗶𝗲𝘄? That is a standalone service. Send me a message and we can start there. 𝑰𝒇 𝒂𝒏𝒚 𝒐𝒇 𝒕𝒉𝒂𝒕 𝒊𝒔 𝒘𝒉𝒂𝒕 𝒚𝒐𝒖 𝒏𝒆𝒆𝒅 𝗰𝗼𝗻𝘁𝗮𝗰𝘁 𝗺𝗲 𝗮𝗻𝗱 𝗹𝗲𝘁 𝘂𝘀 𝗴𝗲𝘁 𝘁𝗼 𝘄𝗼𝗿𝗸.

I am a software engineer with over 20 years experience in computer vision, AI and hardware controlling. I can combine the above technologies with the Web in order to get a great final solution. I can also create offline solutions in C++ and Python. I can manage projects, work alone and in a team. Before the start of each project I define milestones and inform regularly the customer about the status and ask for feedback after each reached milestone

⭐️⭐️⭐️⭐️ Building digital products that scale with your business ⭐️⭐️⭐️⭐️ ⭐️⭐️ 16+ Years of Experience Managing Multi-Domain Projects ⭐️⭐️ 💡 End-to-End Support – From concept to deployment, I handle the complete journey 💯 Quick Response Time – Expect a reply within a couple of hours at most ⌚ On-Time & Within Budget – Strong adherence to deadlines with cost efficiency 🚀 Scalable Solutions – Built with a future-ready, growth-focused approach I help businesses streamline operations and unlock growth by combining business strategy with AI, machine learning, and automation. With a background in business management and hands-on experience in AI-driven solutions, I bridge the gap between technical execution and real-world business needs. I focus on identifying inefficiencies, designing intelligent workflows, and implementing scalable automation systems that deliver measurable results. What I Do: ------------ AI/ML solution planning and implementation Business process automation (CRM, workflows, integrations) Predictive analytics and data-driven decision support Chatbots and conversational AI solutions SaaS and platform-based automation (Zapier, Make, APIs) Process optimization for sales, marketing, and operations Technical Expertise: ------------------------ Machine Learning fundamentals (model selection, training, evaluation) Python for data analysis and automation API integrations and workflow automation Tools: Zapier, Make (Integromat), OpenAI APIs, CRM systems Data handling, reporting dashboards, and performance tracking Why Work With Me: ------------------------ I don’t just build solutions, I align them with your business goals. My approach ensures every automation or AI implementation improves efficiency, reduces cost, and supports long-term scalability. 📩 Invite me to your job or send a message to start the conversation. Warm Regards Shyamsundar Ghorai

Senior AI Researcher with 6+ years building production-grade computer vision and deep learning systems that work in the real world not just in notebooks. Currently at PIAspace (Seoul), I develop AI-powered products deployed at 30+ organizations globally: - MACS: Multi-modal AI CCTV anomaly detection system - SSAVE: AI-powered video search model Previously a Visiting Researcher at Mila – Quebec AI Institute (one of the world's top AI research centers), and a Graduate Research Assistant at Sejong University where I built object detection, anomaly detection, and video-to-video translation systems using GANs. With a unique combination of research depth and production engineering experience, I deliver AI solutions that are reliable, scalable, and genuinely deployable.

I'm an expert on machine learning with experience at major investment firms and cancer research. My experience includes, but is not limited to, time series forecasting the stock market and computer vision segmentation models that detect and pinpoint tumors in cancer patients. Technologies I know: - Python, Javascript - Pytorch, Tensorflow, SciKit-Learn, Numpy, Pandas - PostgreSQL, DynamoDB - React, FastAPI, Django, Flask - AWS EC2, AWS Lambda, AWS EKS, AWS S3

I'm an AI engineer with a PhD and 10+ years building production AI systems. I specialize in LLMs, multi-agent architectures, RAG pipelines, and vision AI that solve real business problems. What I build: - Document intelligence systems that process complex files and extract structured insights - Multi-agent workflows for autonomous task coordination - RAG applications with knowledge graphs for enhanced context and relationships - Vision AI solutions leveraging VLMs for video and image analysis - Time series forecasting and anomaly detection systems for predictive analytics - Full-stack AI applications from backend APIs to user interfaces Recent work: - Created autonomous marketing agents coordinating 6 specialized workflows. - Built content intelligence platforms processing hundreds of documents with semantic clustering. - Developed document parsing systems handling multiple formats with high accuracy. Tech I use daily: Python, FastAPI, Multiple LLM Orchestration Frameworks, OpenAI/Anthropic/Google/Open Source APIs, VLMs for computer vision, vector databases, Neo4j for knowledge graphs, PostgreSQL, Docker, AWS/GCP. Comfortable with TypeScript/React for full-stack projects. I've worked across SaaS, FinTech, EdTech, and Ecommerce - usually brought in when accuracy and production reliability matter more than flashy demos. If you need AI systems that actually work in production, not just prototypes, let's talk.