Struggling with building powerful AI systems that actually deliver business results? I specialize in turning complex Machine Learning (ML), Deep Learning (DL), and Large Language Models (LLMs) into simple, scalable, business-focused solutions. As a Top Rated AI Developer with 40+ successful projects, I help businesses: Predict outcomes and optimize operations with custom ML models Deploy real-world AI solutions — not just theoretical prototypes Build AI-powered chatbots, automation systems, and smart assistants Save time, increase revenue, and stay ahead of competitors through intelligent automation What I Offer: ✅ End-to-End Machine Learning Solutions (preprocessing to deployment) ✅ Advanced Deep Learning Systems (CNNs, GANs, Transformers) ✅ NLP Solutions (chatbots, text analysis, language modeling) ✅ LLM Integration (GPT-4, Claude, Llama2, Gemini, Falcon 7B) ✅ Automation & Workflow Orchestration (Make.com, N8N, LangChain, CrewAI) ✅ AI-Powered Computer Vision (YOLOv8, SAM, EfficientNet, Unet, MediaPipe) ✅ Real-Time ML Deployments (Flask, Django, AWS, GCP) ✅ IoT & Edge AI Solutions (Jetson Nano, Raspberry Pi, Arduino) ✅ Scalable AI Infrastructure on Cloud Why Work With Me? Clear and Responsive Communication Cutting-edge AI Techniques for Maximum Accuracy Timely Project Delivery & Full Testing/Validation Business-Centric Solutions, Not Just Code Tech Stack: Python | TensorFlow | PyTorch | Hugging Face | OpenCV | Flask | Django | AWS | Make.com | N8N | PostgreSQL | Pinecone | Faiss | Chroma | Qdrant Ready to transform your data into business intelligence or automate your workflows? Let’s connect and turn your AI vision into reality. Message me today!

💼 Python Developer | Python Django | Python Web Scraping | Python Full Stack Developer | Python AI | Python Automation 🏆 TOP RATED PLUS | 💰 $5M+ Client Revenue | 💼 111+ Projects Delivered | ✅ 11,000+ Upwork Hours 💡 Clients Achieved: 🚀 Raised $4.9M+ / $9.4M+ / $6M+ after product development 📈 Scaled platforms to millions of users & billions of operations ⚡ Reduced system load & response time with optimized Python architectures 💰 Automated payments, workflows, and analytics → higher ROI & efficiency 🏥 Built secure, compliant systems (HIPAA, GDPR) used by global organizations I am a Python Developer, Python Full Stack Developer, Python AI Developer, and Python AI Engineer with 10+ years of experience building scalable web platforms, SaaS products, AI systems, and high-performance backend architectures. As a Python Developer, I specialize in designing clean architecture, scalable systems, performance optimization, and production-ready solutions that support real business growth. I work as a Python Full Stack Developer (Python + React / Next.js), combining powerful backend engineering with modern frontend development to deliver complete end-to-end applications. My expertise includes Python Django development, Flask development, and FastAPI development, building robust APIs, microservices, and distributed systems. I am also a Python Automation Engineer and Python Web Scraping Specialist, building intelligent automation systems, data extraction pipelines, and large-scale Python web scraping solutions for business intelligence, analytics, and AI-driven data processing. I design reliable scraping architectures that handle complex, high-volume data at scale. As a Python AI Developer, I build AI-powered applications, NLP systems, automation workflows, and data-driven intelligent platforms integrated with modern Python frameworks and cloud infrastructure. ⚡ Core Expertise as a Python Developer Python Full Stack Development (Python + React / Next.js) Python Django Developer, Flask Developer, FastAPI Developer Python AI Development & Machine Learning Integration Python Automation Engineering for business workflows Python Web Scraping & Data Extraction Systems Scalable backend systems, APIs, and microservices Cloud & DevOps (AWS, Docker, CI/CD pipelines) High-performance, production-grade Python systems 🚀 Selected Projects The Skills ($4.9M raised) 🎓 – Built and scaled an e-learning platform with payments, subscriptions, and mobile apps. As a Python Developer, helped launch a product used by thousands of users worldwide. Veeqo (acquired by Amazon) 📦 – Developed retail infrastructure processing £1B+ in orders. Optimized backend performance, integrated Stripe, and reduced server load using AWS Lambda as a Python Developer. Creyos (75K+ users, healthcare) 🏥 – Built a HIPAA-compliant cognitive assessment platform used by global research institutions. As a Python Developer, worked on secure data systems, scaling, and performance. CityFALCON ($6M raised) 📊 – Created a real-time NLP-powered financial news platform processing millions of articles daily. Designed scalable backend architecture as a Python Developer. ⚡ What I Deliver as a Python Developer Clean, scalable Python AI systems and backend architectures High-performance Python Django / Flask / FastAPI applications Python Full Stack Development (React / Next.js integration) Python Automation & Python Web Scraping solutions AI-powered Python applications and intelligent workflows Secure, compliant systems (GDPR, HIPAA-ready architectures) End-to-end product delivery from idea to production Client Testimonials ⭐⭐⭐⭐⭐ “Very professional! Pleasure to work with. Will definitely use again.” ⭐⭐⭐⭐⭐ “Super reliable, fast, and with clean, well-structured code. Communication was smooth and always on time.” ⭐⭐⭐⭐⭐ “Very satisfied with the work.” 💼 Why Clients Work With Me 10+ years of proven experience as a Python Developer Strong expertise in Python Full Stack, Python AI, and Python Web Scraping Ability to scale systems from MVP to enterprise-level platforms Deep understanding of backend architecture and system design Reliable communication and predictable delivery 🚀 Let’s talk about your project - I am available as your Python Developer, Python Full Stack Developer AI React, Python AI Developer, Python Automation Engineer, Python Django Developer, and Python Web Scraping Specialist.

I am an AI Researcher with numerous publications including IEEE TNNLS, MICCAI, CBMS, etc. I also have a YouTube channel named "Idiot Developer", where I upload videos related to deep learning. I also write blog posts on my website idiotdeveloper.com. ✅ Projects: 1. Human Face Landmark Detection - using pre-trained MobileNetv2 2. Multiclass Face Segmentation - using UNET. 3. Dog Breed Classification - using pre-trained ResNet50 4. Human Parsing using Crowd Instance-level Human Parsing (CHIP) dataset 5. Brain Tumor Segmentation 6. GAN to generate Anime 7. Retina Blood Vessels 8. Background Removal from Human Images and Videos 9. Implemented various segmentation architectures: U-Net, ResU-Net, DeepLabV3+, DoubleUNet, U2-Net and more. 10. Lung Segmentation 11 Autoencoders

🔝 8+ years of commercial experience in Software & AI development 💡 Ex-VC-backed startup contributor (×2) 🏅 Top Rated 💼 30+ successfully delivered projects across FinTech, EdTech, Health, AI & SaaS As an AI Developer and two-time VC-backed startup contributor, I've spent 8+ years turning complex ideas into products that actually make it to market with RAG pipelines, LLM fine-tuning, AI agents, voice agents, and full-stack SaaS platforms built with LangChain, LlamaIndex, CrewAI, Deepgram, and Pinecone. My niche? Taking the messy, ambitious stuff from the "we want an AI that does X" conversations and shipping it as lean, scalable systems. Things like CharlieAI (automated sales agents), TrySetter (AI appointment setter), and Bookkeepa (AI financial management). Save time, make smarter decisions, grow faster. That's what good AI tooling does and it's what I build. ------------------------- 𝗠𝘆 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 𝗦𝗽𝗮𝗻𝘀 ------------------------- ⚫ 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀 & 𝗩𝗼𝗶𝗰𝗲 𝗔𝗴𝗲𝗻𝘁𝘀 - CrewAI, AutoGen, Deepgram, Amazon Polly ⚫ 𝗥𝗔𝗚 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀 & 𝗟𝗟𝗠 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 - LangChain, LlamaIndex, Pinecone, FAISS, Qdrant, ChromaDB ⚫ 𝗟𝗟𝗠 𝗙𝗶𝗻𝗲-𝘁𝘂𝗻𝗶𝗻𝗴 - LoRA, QLoRA, PEFT, LLaMA 3, Mistral 7B ⚫ 𝗔𝗜 𝗖𝗵𝗮𝘁𝗯𝗼𝘁 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 - GPT-4o, AWS Bedrock, Anthropic, Ollama ⚫ 𝗩𝗼𝗶𝗰𝗲 𝗖𝗵𝗮𝘁𝗯𝗼𝘁𝘀 & 𝗔𝗜 𝗖𝗮𝗹𝗹𝗶𝗻𝗴 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 - Vapi, Retell AI, ElevenLabs, Whisper ⚫ 𝗪𝗼𝗿𝗸𝗳𝗹𝗼𝘄 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 - n8n, Make, LangFlow, Flowise AI ⚫ 𝗦𝗰𝗮𝗹𝗮𝗯𝗹𝗲 𝗦𝗮𝗮𝗦 & 𝗠𝗩𝗣 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 - Python, FastAPI, Django, Next.js ⚫ 𝗟𝗟𝗠 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 - AWS SageMaker, RunPod, vLLM, TGI, Docker ----------------------------- 💼 Why Work With Me? ----------------------------- I don’t just write code, I create AI-driven applications that solve real business problems. As a Python Developer with strong ML skills, I bring a product-focused approach backed by technical depth. ✅ Cutting-edge Expertise: I leverage the latest AI models and tools, prioritizing accuracy and processing speed. ✅ Strong Communication: I provide prompt responsiveness and transparency throughout the project. ✅ Timely Delivery: I ensure that all projects are completed and delivered on time. ✅ Rigorous Testing and Deployment: Each model undergoes thorough testing to ensure flawless deployment. --------------------- Technical Skills: --------------------- ✅ Generative AI (e.g., Stable Diffusion, DALL-E, VLLMs, Runway Gen-2, SORA, MidJourney, and Muse) ✅ Chatbot Development (GPT4o, GPT4.5, DeepSeek, Grok, LIAMA3, Anthropic, LangChain, etc) ✅ Chatbot Training(RAG, RL, Agents) ✅ Optical Character Recognition (OCR) ✅ Image-to-Image Translation, Image Generation, Text-to-Image Generation, Image Super-Resolution ✅ 3D Rendering and Augmented Reality (AR) ✅ 3D Image Reconstruction ✅ Speech-to-Text (STT), Text-to-Speech (TTS), and Voice Cloning (Whisper, Deepgram, Elevenlabs) ✅ Face Verification ✅ Full-stack Development ( ) ✅ Database Design and Optimization (SQL and NoSQL databases such as MySQL, PostgreSQL, and MongoDB) ✅ Web Scraping: Scrapy, Rotation Proxy, Selenium, Beautifulsoup ✅ Data Science: Python, Java, R, C/C++, NLP/NLG, AIGC, GPT-3, ChatGPT, HuggingFace, ML Predictive Modeling, Reinforcement Learning, Knowledge Graph Neo4j, Recommendation Engine, Deep Learning, Computer Vision, OCR, GAN, Stable Diffusion, Signal Processing, Voice Clone, Chatbot, Price Optimization, Time Series Analysis/Forecasting, Crypto, Solidity, Tokenomics etc. ---------------------------- 🛠️ Tools/Frameworks ---------------------------- ✅ Langchain, LangServe, LangSmith, llamandex, Heystack, HuggingFace, Transformers ✅ VectorDB: Chromadb, FAISS, PineCone, Qdrant, opensearch, Azure Cosmosdb, Milvus ✅ Flowise AI, LangFlow, StackAI ✅ GCP Vertex AI, Google Colab, AWS Sagemaker, Azure ML studio, Runpod, Vast AI Let’s build intelligent products that stand out. I’m currently working on AI-based appointment systems, chatbot platforms, AI Agents, ML pipelines, OpenAI-powered apps, and custom SaaS tools with AI at the core. I move fast, communicate clearly, and don't over-engineer. Most clients know within the first conversation whether we're a fit - let's have that conversation. Saleem AI Agents, Voice Agent, RAG Pipeline, LangChain, LlamaIndex, LLM Fine-tuning, CrewAI, AutoGen, Deepgram, AWS Bedrock, OpenAI API, GPT-4o, Amazon Polly, Pinecone, FAISS, Qdrant, ChromaDB, HuggingFace, LLaMA 3, Mistral 7B, LoRA, QLoRA, PEFT, vLLM, Prompt Engineering, AI Chatbot Development, n8n Automation, Flowise AI, LangFlow, Vapi, Retell AI, ElevenLabs, Whisper, AWS SageMaker, RunPod, FastAPI, Python, Django, Docker, LangGraph, Multi-Agent Systems, Generative AI, Natural Language Processing, Retrieval-Augmented Generation, AI SaaS Development, AI Automation, Full Stack AI Developer, Computer Vision, Speech-to-Text, Text-to-Speech, Artificial Intelligence, Machine Learning, Deep Learning, Data Science

✅ You get AI solutions designed for real use, not experimentation. I design systems that support business operations, improve workflows, and create real product value — from AI agents and copilots to RAG assistants and LLM-powered SaaS features. ✅ You get more than technical delivery. With 15+ years in tech, I bring practical architecture, scalable implementation, and a strong understanding of how to align AI solutions with real business goals from the start. ✅ You get AI that creates measurable impact. My expertise in AI, SaaS, and data engineering helps companies reduce manual work, speed up execution, improve internal efficiency, enhance customer interactions, and build stronger digital products. ✅ You get a partner who focuses on outcomes. I work with businesses that want practical AI with clear use cases — not hype, vague ideas, or endless prototyping. I can help with: 🤖 AI Agents & Copilots 🧠 Generative AI & LLM Integrations 💬 Chatbots & Voice AI 🔎 RAG & Knowledge Assistants ⚙️ AI Workflow Automation 📄 AI-Powered Data Extraction & Enrichment 🌐 AI Features for SaaS Products 📊 Predictive & Data-Driven Automation Why clients hire me: 🏆 $500K+ in AI SaaS & AI Agent projects 🏆 200+ successful Upwork projects 🏆 10+ years on the platform 🏆 Top Rated Plus 🏆 100% Job Success Score 🏆 92% client return rate

🚀 Top 1% AI/ML Upwork talent and builder with 11+ years of experience and 100+ successful projects. I specialize in building AI-driven solutions that automate workflows, optimize processes, and enhance decision-making. From AI Chatbots and AI Agents to LLM-powered apps with RAG, I deliver end-to-end intelligent systems tailored to business needs. I excel in Python, NLP, AI/ML, LLM, RAG systems, AI automation, and no-code/low-code workflow automation (N8n, GHL). My solutions help businesses scale efficiently, improve productivity, and leverage cutting-edge AI technology. My Expertise: Programming & AI/ML: Python, Flask, Django, FastAPI, Deep Learning (CNN, RNN, LSTM), NLP (Spacy, NLTK, Transformers), LLMs (OpenAI, Hugging Face, Llama3, Google T5), RAG, AI Agents & Chatbots, AI Automation, PCA/PLSR. Frontend: React.js, Next.js, Angular, Vue.js, Redux, SSR, PWA, Tailwind, MUI, HTML/CSS/JS/TS. Backend & Databases: Node.js, Nest.js, Express.js, PHP, Laravel, Firebase, MongoDB, MySQL, PostgreSQL, MariaDB, GraphQL. Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes, Terraform, Ansible, CI/CD (GitHub Actions, GitLab CI, Jenkins). Automation & Integrations: N8n workflows, GHL automation, API integration, serverless computing (Lambda, Firebase Functions). Services I Offer: ✔ AI Chatbots & Agents ✔ LLM Fine-Tuning & RAG Systems ✔ AI-Powered Automation & Analytics ✔ Full Stack Web Development (React/Vue/Next.js + Python/Node.js) ✔ AI-Powered Data Extraction & NLP Applications ✔ Workflow Automation with N8n & GHL Industries Served: - Education - Healthcare - Fintech - E-commerce - Real Estate - Transportation - Enterprise Solutions - Logistics - Social Media Why Hire Me: 🤝 Excellent communication 🕒 On-time delivery 🧩 Problem-solving mindset ✅ Quality-oriented I’m happy to provide suggestions tailored to your project. Let’s schedule a Zoom call or chat to discuss your requirements. I’m available Monday–Friday.

🚀 7+ Years of Engineering Excellence: Delivering enterprise AI ecosystems and high-throughput backends across the USA, Europe, Asia and Africa. 🏆 Architect & Founder: Startup founder (AkwaCash) with a $60K+ proven track record on Upwork for building systems that handle tens of thousands of concurrent transactions. ⚙️ The Engineering Focus: I architect production-grade, asynchronous backends for mission-critical workflows. I specialize in integrating AI with stable, scalable enterprise software. 🚀 Founder of JoAmpsConsult 🧩 Fast communication • Clear documentation • Production-ready results ⚙️ WHAT I DO 🔹 Agentic Systems & Orchestration Architecting multi-agentic systems for autonomous reasoning and complex decision-making. I specialize in designing workflows and standardized communication protocols that enable autonomous task completion and system-wide integration. 🔹 High-Performance Backend Engineering Designing distributed, asynchronous architectures optimized for massive concurrency, strict security, and uptime. I build the robust infrastructure and data processing layers required to scale intelligence-driven applications. 🔹 Advanced RAG & Data Engineering Engineering high-precision retrieval systems using hybrid search patterns and complex ETL pipelines. I focus on building grounded, hallucination-free systems that integrate structured and unstructured data sources for enterprise-grade reliability. 🔹 Real-Time Voice AI Systems Building low-latency conversational voice agents using streaming pipelines. I design systems that handle turn-taking, interruptions, and dynamic tool usage, enabling natural, human-like interactions for use cases like support, sales, and scheduling. 🔹 MLOps & Production Rigor Implementing rigorous evaluation frameworks and system-wide observability to ensure services are observable, cost-efficient, and enterprise-ready. I specialize in automated testing, performance benchmarking, and proactive drift monitoring. 🧠 TECH STACK Languages & Frameworks: Python, FastAPI, Flask, LangChain, LangGraph, PyTorch, Hugging Face, TensorFlow, Scikit learn, Pandas, numpy Databases: PostgreSQL, MySQL, MongoDB, Redis, Pinecone Cloud & MLOps: AWS, GCP, Docker, CI/CD, MLflow, W&B, GitHub actions Data Engineering: Airflow, Spark, ETL, Pub/Sub NLP: Text classification, NER, semantic search, embeddings, transformers (BERT, RoBERTa, etc.) Generative AI: GPT models, Gemini, LLaMA, Mistral, RAG, Guardrails, Evaluation Frameworks 💼 WHY CLIENTS HIRE ME ✅ Production-grade AI systems, not prototypes ✅ Deep understanding of both AI + engineering sides ✅ Building robust backend systems ✅ Architecting solutions from the ground up ✅ Clean, scalable code & documentation you can maintain ✅ Fast response time & proactive communication ✅ 100 % focus on measurable business impact ______________________________________________________________________________ KEYWORDS: AI Engineer, Machine Learning Engineer, LLM, LangChain, LangGraph, Hugging Face, RAG, Generative AI, Backend Developer, FastAPI, Python, MLOps, Cloud AI, AWS, GCP, Docker, Kubernetes, Pinecone, NLP, Vector Database, Chatbot Development, Redis, Postgresql, MongoDB, AI Automation, API Development, Agents, Agentic, VoiceAI, voice ai

⭐️ Top Rated Plus - Top 1% of talent on Upwork 🕒 5000+ hours on Upwork ✅ 10+ years of Experience ✅ Excelling in delivering Fortune 500-scale projects Is your goal to build an enterprise-grade AI solution that scales to millions of users and attracts serious investment? As a Top-Rated Plus Senior AI Architect with 10+ years of experience, I don't just build models; I deliver production-ready AI systems that drive business outcomes. My work has been a key component of products that have collectively raised over $15.5 million in funding. For you, this means a partnership focused on mitigating risk, ensuring scalability, and delivering a clear return on your investment. I specialize in taking complex business challenges and translating them into a strategic AI roadmap, from a robust Proof of Concept (PoC) to a fully deployed Minimum Viable Product (MVP) and beyond. I am a highly experienced and versatile AI expert, specializing in Generative AI, Large Language Models (LLM), Machine Learning, Time Series Forecasting, Deep Learning, Natural Language Processing (NLP), Computer Vision, and Data Science. My unique blend of technical expertise, business acumen, and entrepreneurial spirit sets me apart, as I consistently deliver transformative solutions that drive real business value. Key strengths and skills: 🦾 Pioneer in Prompt-Driven Development (PDD), architecting systems where human-readable prompts serve as the primary source of truth and code is treated as a highly efficient compiler artifact 🦾 Extensive Prompt Engineering experience with many different LLMs and systems like OpenAI o4 and GPT-5.3, Claude 4.6 Sonnet/Opus, Mistral, Gemini 3.1, Llama 4, HuggingFace, Together AI, Ollama, LM Studio, Groq, Cursor, Windsurf, Codex, Claude Code, and many others 🦾 Skilled in getting AI projects to production with frameworks like TextGrad, DSPy, ell, Langchain, LlamaIndex, LangServe, LangSmith, Kor, Zapier, MemGPT, Claude Computer Use, and other cutting-edge AI tools (e.g., Cursor, Claude Code) 🦾 Achieved dramatic cost reduction and runtime improvements with fine-tuning using QLORA, DeepSpeed, OpenAI Claude, DeepSeek R2, Unsloth, Quantization, Transformers, and GPU clusters 🦾 Successfully completed multiple Agentic framework projects with Model Context Protocol (MCP), Computer Use, OpenAI Agents SDK, Autogen/AG2, CrewAI, Google Agent Development Kit (ADK), LangGraph, MultiOn, Open Interpreter, and other agent-based systems 🦾 Strong background in computer vision and generative imaging/video with OpenCV, Stable Diffusion, Pika, Runway, Opus, and Midjourney. 🦾 Built real-time voice speech-to-text and text-to-speech systems with Twilio, Bland AI, Whisper, ElevenLabs, and others 🦾 Proficient in ML frameworks (TensorFlow, Keras, PyTorch, scikit-learn) and programming languages (Python, Mojo, C++, JavaScript) 🦾 Expertise in algorithmic trading, stock/option/future forecasting, cryptocurrency, NFTs, DeFi protocols, and Solidity with time series technology like AutoTS, Prophet, TimeGPT, PatchTST, etc. 🦾 Skilled in full-stack web development (v0 dev, React, Angular, Vue.js, Django, Node.js, FastAPI, Flask) and cloud computing (AWS, GCP, Azure, DigitalOcean) 🦾 Proficient in MLOps tools (Weights and Biases, Neptune, MLFlow, BentoML, Docker) and databases (RAG, Faiss, Weaviate, Pinecone, Neo4J, MongoDB, MySQL, BigQuery, PostgreSQL, SQLServer) 🦾 Fundraising from introductions, pitch deck, due diligence, and closing 🦾 Product management from idea to end of life. I have the unique ability to understand complex business processes and automate them with AI. 🦾 Project/People Management from writing job descriptions to hiring, managing, running scrums/standups, and delivering performance reviews for nearly a thousand people Let's Build Your Competitive Advantage! Ready to move forward with an AI partner who understands both the technical details and the business vision? 🤝 Send me a message outlining your project. I would be happy to schedule a brief introductory call to discuss your objectives and how my expertise can help you achieve them.

𝗙𝗿𝗮𝗰𝘁𝗶𝗼𝗻𝗮𝗹 𝗖𝗧𝗢 | 𝗔𝗜 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 | 𝗠𝘂𝗹𝘁𝗶 𝗔𝗴𝗲𝗻𝘁 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 | 𝗟𝗟𝗠 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 | 𝗥𝗔𝗚 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 I specialise in transforming AI ideas/prototypes into production-grade SaaS products, assist founders and small teams in developing scalable, investor-ready software, including LLM integration, RAG pipelines, AI agents, and full-stack web applications. You've built a prototype in Lovable, Bolt, or another AI tool. It demos well. Maybe you even got early users. But now you need a real product. Production-grade code, scalable architecture, and AI that actually works in production. That's exactly what we do. I take AI prototypes (ideas) and rebuild them into fully functional SaaS products ready for marketing validation or an investor pitch. 𝗪𝗵𝗮𝘁 𝘆𝗼𝘂 𝗴𝗲𝘁: • Production-ready AI MVP (LLMs, RAG, autonomous agents) • Scalable backend with clean API design (Python, Node.js, cloud infrastructure) • User authentication, Stripe billing integration, and admin dashboards • Deployed to production infrastructure (AWS / Vercel / Docker) • CI/CD pipeline and monitoring from day one 𝗛𝗼𝘄 𝗜 𝘄𝗼𝗿𝗸: • Free discovery call to scope your project • Clear price, timeline, and deliverables upfront • Weekly demos of working software • Full handoff with documentation and source code Background: Master's degree in Intelligent Systems. Shipped production software at SugarCRM and multiple startups across Europe. I've taken dozens of products from prototype to paying users, including my own. Best fit for you if: - You have a validated prototype or idea and need production-grade engineering - You want one senior engineer who owns the full product, not an agency with rotating devs - You need AI that works reliably in production, not just in a demo - You value working software over meetings Let's talk.

I design and build production-grade data and machine learning systems for financial services, insurance, and risk-heavy environments where correctness, auditability, and scalability matter more than experimentation. My focus is not on isolated models or dashboards — but on end-to-end data systems that transform raw operational data into governed, decision-ready intelligence used for risk detection, anomaly identification, and automated decision support. I have worked on insurance and financial data systems involving anomaly detection, claims intelligence, and structured risk scoring pipelines, including the operationalization of ML systems within real production environments using AWS and distributed data frameworks. A key part of my work includes building governance-heavy architectures where every stage of the pipeline — ingestion, validation, transformation, modeling, and output — is controlled, traceable, and production-safe for financial decision-making. Core Expertise Production Data Engineering - AWS (Lambda, Glue, S3, Athena, CloudFormation) - Apache Spark / PySpark distributed processing - SQL optimization and data modeling - Streaming and batch pipeline architecture Machine Learning Systems - Anomaly detection for insurance and financial datasets - Risk scoring and classification systems - Model operationalization (not just training, but deployment logic) - Data quality and feature governance for ML pipelines Financial & Insurance Data Systems - Claims data modeling and validation - Policy and customer data consistency checks - Fraud / anomaly detection systems in structured datasets - Risk signal generation for downstream decision systems - Actuarial ETL pipeline that measures how policyholder behavior (lapses, deaths, disabilities, etc.) Governance & Architecture - Financial scoring system design - Data validation gates and auditability layers - Production-safe ML pipelines with monitoring considerations - Scalable ETL/ELT frameworks for regulated environments Selected Experience Highlights - Built an ML-driven anomaly detection system for insurance motor claims, working closely with data science teams to operationalize models into production pipelines using AWS and Python. - Designed and built governance-heavy financial modeling systems focusing on structured risk scoring, validation rules, and audit-ready data pipelines for financial decision support. - Developed streaming and batch data pipelines using AWS services and Spark, including ingestion, transformation, and feature engineering layers for analytical and ML workloads. - Worked on AI and data-driven systems through Omdena collaborative projects, including recommender systems, RAG-based knowledge systems, and disaster preparedness analytics.