I design and build production-grade AI systems, LLM applications, and intelligent automation platforms that help companies turn ideas into real AI products. 𝗠𝘆 𝘄𝗼𝗿𝗸 𝗳𝗼𝗰𝘂𝘀𝗲𝘀 𝗼𝗻 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜, 𝗟𝗮𝗿𝗴𝗲 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹𝘀 (𝗟𝗟𝗠𝘀), 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹-𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗲𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻 (𝗥𝗔𝗚), 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀, 𝗺𝗮𝗰𝗵𝗶𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀, 𝗮𝗻𝗱 𝘀𝗰𝗮𝗹𝗮𝗯𝗹𝗲 𝗰𝗹𝗼𝘂𝗱 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲. I help startups and companies move beyond AI prototypes and build reliable systems that operate in real production environments. Most of my work involves designing complete AI architectures including data pipelines, backend APIs, LLM orchestration, automation workflows, and cloud deployment. Clients usually work with me when they want to build serious AI products such as AI SaaS platforms, knowledge assistants, automation systems, or large-scale machine learning platforms. 🚀 𝗔𝗜 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 𝗜 𝗕𝘂𝗶𝗹𝗱 • LLM applications and AI copilots • Retrieval-Augmented Generation (RAG) systems • AI agents and multi-agent architectures • enterprise AI chatbots • document intelligence systems • knowledge base AI assistants • semantic search platforms • predictive machine learning systems • AI workflow automation platforms These systems integrate directly with company data, internal tools, APIs, and business workflows. 🧠 𝗟𝗟𝗠 𝗮𝗻𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀 I design LLM architectures using modern AI frameworks and model providers including: OpenAI Anthropic Claude AWS Bedrock HuggingFace Transformers 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀 𝗮𝗻𝗱 𝗼𝗿𝗰𝗵𝗲𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻 𝘁𝗼𝗼𝗹𝘀: LangChain LangGraph LlamaIndex AutoGen CrewAI Capabilities include prompt engineering, tool calling, reasoning workflows, LLM guardrails, AI observability, hallucination mitigation, semantic retrieval systems, and multi-agent orchestration. 🔎 𝗩𝗲𝗰𝘁𝗼𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲 𝗮𝗻𝗱 𝗥𝗔𝗚 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 To enable AI systems to work with real data I build scalable retrieval pipelines using vector databases and embeddings including: FAISS Pinecone Weaviate PGVector These systems allow AI to search across documents, databases, and knowledge bases with high accuracy. ⚙ 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗮𝗻𝗱 𝗠𝗼𝗱𝗲𝗹 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 Machine learning systems built using: PyTorch scikit-learn XGBoost HuggingFace Transformers ClinicalBERT Including LoRA fine-tuning, PEFT training, feature engineering, NLP pipelines, model evaluation frameworks, and predictive analytics. 🧩 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 𝗮𝗻𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 Most AI systems require strong backend infrastructure. I build scalable architectures using: Python FastAPI Flask REST APIs microservices architecture asynchronous processing distributed systems design Frontend integration when required using React and modern web frameworks. ☁ 𝗖𝗹𝗼𝘂𝗱 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 AI platforms deployed across modern cloud environments including: AWS (Lambda, ECS, S3, SageMaker, Step Functions, SQS) Azure (Azure ML, AKS, Azure Data Lake) 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗮𝗻𝗱 𝗗𝗲𝘃𝗢𝗽𝘀 𝘁𝗼𝗼𝗹𝘀: Docker Kubernetes CI/CD pipelines GitHub Actions Azure DevOps 📊 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗮𝗻𝗱 𝗔𝗜 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀 Scalable data pipelines built using: Apache Airflow Spark PySpark Databricks Snowflake dbt PostgreSQL SQL Server pandas NumPy 🔗 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗪𝗼𝗿𝗸𝗳𝗹𝗼𝘄 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 I also design automation systems connecting AI with business tools using: n8n Zapier Make (Integromat) API integrations workflow orchestration 🔐 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗮𝗻𝗱 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 For enterprise environments I implement: OAuth2 authentication JWT authorization RBAC access control secure key management audit logging HIPAA-ready architectures PHI protection 📌 𝗖𝗼𝗺𝗺𝗼𝗻 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗜 𝗛𝗲𝗹𝗽 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗪𝗶𝘁𝗵 • AI SaaS platforms • RAG chatbots connected to company data • AI agents for workflow automation • LLM infrastructure and APIs • machine learning pipelines • AI automation systems • enterprise document AI systems Technologies and tools I frequently work with include 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜, 𝗟𝗮𝗿𝗴𝗲 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹𝘀, 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹 𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗲𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻, 𝗟𝗮𝗻𝗴𝗖𝗵𝗮𝗶𝗻, 𝗟𝗮𝗻𝗴𝗚𝗿𝗮𝗽𝗵, 𝗟𝗹𝗮𝗺𝗮𝗜𝗻𝗱𝗲𝘅, 𝗢𝗽𝗲𝗻𝗔𝗜, 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰 𝗖𝗹𝗮𝘂𝗱𝗲, 𝗛𝘂𝗴𝗴𝗶𝗻𝗴𝗙𝗮𝗰𝗲 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿𝘀, 𝘃𝗲𝗰𝘁𝗼𝗿 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀, 𝗣𝗶𝗻𝗲𝗰𝗼𝗻𝗲, 𝗙𝗔𝗜𝗦𝗦, 𝗣𝘆𝗧𝗼𝗿𝗰𝗵, 𝘀𝗰𝗶𝗸𝗶𝘁-𝗹𝗲𝗮𝗿𝗻, 𝗣𝘆𝘁𝗵𝗼𝗻, 𝗙𝗮𝘀𝘁𝗔𝗣𝗜, 𝗗𝗼𝗰𝗸𝗲𝗿, 𝗞𝘂𝗯𝗲𝗿𝗻𝗲𝘁𝗲𝘀, 𝗔𝗪𝗦, 𝗔𝘇𝘂𝗿𝗲, 𝗔𝗽𝗮𝗰𝗵𝗲 𝗔𝗶𝗿𝗳𝗹𝗼𝘄, 𝗦𝗽𝗮𝗿𝗸, 𝗗𝗮𝘁𝗮𝗯𝗿𝗶𝗰𝗸𝘀, 𝗦𝗻𝗼𝘄𝗳𝗹𝗮𝗸𝗲, 𝗻𝟴𝗻, 𝗭𝗮𝗽𝗶𝗲𝗿, 𝗮𝗻𝗱 𝗔𝗣𝗜 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 platforms.

Hi, I’m Aamir. I started my career as a developer, writing code for AI models and blockchain protocols. Over time as projects grew larger and teams expanded, I found myself naturally stepping into the role of a project manager; guiding teams, shaping ideas and making sure everything runs smoothly from concept to delivery. Today, I lead a team of skilled engineers, AI specialists and blockchain developers who turn ambitious ideas into production-ready systems. My background in hands-on development helps me bridge the gap between technical execution and business goals, so nothing gets lost in translation. I work closely with founders, product owners and technical teams to make sure projects move forward with structure, accountability and momentum. Over the past decade, I’ve led and delivered solutions in AI automation, blockchain ecosystems and full-stack product builds including LLM-based SaaS tools, DeFi platforms, GPT-powered chatbots and AI workflow systems. 𝗛𝗜𝗚𝗛𝗟𝗜𝗚𝗛𝗧𝗦: ✔ 10+ years leading engineering teams across AI, blockchain and software development ✔ Skilled in Agile, Scrum and cross-border team collaboration ✔ Track record of 200+ successful project deliveries ✔ Recognized at international events (Token2049, Quantum Tech) for leadership in Web3 and AI innovation 𝗣𝗥𝗢𝗝𝗘𝗖𝗧 𝗠𝗔𝗡𝗔𝗚𝗘𝗠𝗘𝗡𝗧 𝗘𝗫𝗣𝗘𝗥𝗧𝗜𝗦𝗘: ✔ End-to-end project planning & execution (Agile, Scrum, Kanban) ✔ Team coordination & stakeholder communication ✔ Risk management, QA and delivery optimization ✔ Leadership and overseeing AI & Blockchain projects ✔ Ensuring compliance, security and scalable architecture 𝗣𝗥𝗢𝗩𝗘𝗡 𝗥𝗘𝗦𝗨𝗟𝗧𝗦: ✔ Helped clients save over 100+ hours/month through AI workflow automation ✔ Supported $1.5M+ in startup fundraising with MVPs and tokenomics strategies ✔ Consistent 5-star Upwork record for timely, high-quality project delivery 𝗖𝗢𝗥𝗘 𝗖𝗔𝗣𝗔𝗕𝗜𝗟𝗜𝗧𝗜𝗘𝗦 & 𝗦𝗞𝗜𝗟𝗟𝗦 𝗢𝗙 𝗠𝗬 𝗧𝗘𝗔𝗠: 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 • Generative AI & LLMs: GPT-4, Claude, Mistral, LLaMA, LoRA, QLoRA, DPO, diffusion models • RAG Stack: LangChain, LlamaIndex, Pinecone, Qdrant, Weaviate, FAISS • NLP Tools: BERT, RoBERTa, T5, XLM-R, spaCy, sentiment analysis, summarization, translation • Conversational AI: Auto-GPT, Rasa, Dialogflow, Botpress, Semantic Kernel • Computer Vision: YOLO, Detectron, DeepLab, HRNet, OpenCV, OCR, CLIP, ViT, SAM • Prediction & ML Models: XGBoost, CatBoost, LightGBM, clustering, anomaly detection • Optimization: ONNX, TensorRT, Hugging Face Optimum, MLIR • Edge & Federated AI: TensorFlow Federated, Flower, Jetson, Edge TPU, TFLite 𝗩𝗼𝗶𝗰𝗲, 𝗔𝘂𝗱𝗶𝗼 & 𝗠𝘂𝗹𝘁𝗶𝗺𝗼𝗱𝗮𝗹 𝗔𝗜 • STT: Whisper, Google STT, Amazon Transcribe • TTS: Amazon Polly, Google TTS, Azure TTS • Voice Agents: Pindrop, VoiceIt, call automation, emotion analysis • Multimodal AI: GPT-4 Vision, Gemini, CLIP 𝗕𝗹𝗼𝗰𝗸𝗰𝗵𝗮𝗶𝗻 & 𝗪𝗲𝗯𝟯 • Smart Contracts: Solidity, Vyper, Rust • DeFi: Yield farming, staking, AMMs, Chainlink, Switchboard • NFTs: Minting, ERC/SPL standards, IPFS, Arweave • Cross-Chain: Wormhole, LayerZero, Axelar • Governance: Snapshot, Tally, Realms • ZK & Enterprise: zkSync, StarkNet, Hyperledger, Kaleido, Ceramic • Analytics: Dune, The Graph, SolanaFM, Hedgehog • Tooling: Ganache, Foundry, Remix, Geth 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸 & 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 • Web & SaaS: React, Next.js, Node.js, FastAPI, Django, Nest.js • Mobile & IoT: Flutter, React Native, Kotlin, Swift • Databases: PostgreSQL, MongoDB, Firebase, MySQL, Neo4j, Cassandra • Vector & Time-Series: Pinecone, Qdrant, Weaviate, Milvus, TimescaleDB • Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes, Terraform, CI/CD • Workflow & Automation: n8n, Make.com, Zapier, Twilio, Vonage, Plivo • Event & Stream Systems: Airflow, Kubeflow, Kafka, Redpanda 𝗪𝗛𝗔𝗧 𝗠𝗬 𝗧𝗘𝗔𝗠 𝗕𝗨𝗜𝗟𝗗𝗦: ✔ AI-Powered Apps: Chatbots, voice bots, AutoGPT systems, WhatsApp/Telegram AI, CRM assistants ✔ RAG & NLP Tools: Legal bots, real-estate assistants, document search, chat-over-PDFs ✔ Vision & Imaging Systems: OCR, blueprint scanners, facial recognition, 3D vision for AR/VR ✔ Generative AI Tools: AI content, music generation, voice dubbing, brand design, subtitles ✔ Web3 & Blockchain Projects: DeFi apps, NFT marketplaces, DAO dashboards, cross-chain bridges ✔ Industry-Specific AI: Healthcare, education, e-commerce, finance, HR, real estate, logistics ✔ Full-Stack MVPs & SaaS: Dashboards, analytics tools, ERPs, IoT apps, real-time cloud systems If you’re looking for a project manager who understands both development and delivery and a capable team that can bring your idea to life, I’d be glad to discuss how we can help.

I'm a WordPress developer and AI automation specialist who helps businesses, e-commerce stores, and SaaS companies build high-performing websites and automate the workflows that run behind them. The result: less manual work, faster operations, and a business that scales without adding overhead. 🔧 WordPress Development Custom themes, plugins, and WooCommerce stores built from scratch. Clean PHP code, REST API integrations, and sites that are fast, secure, and built to convert. ⚡ Business Process Automation I design and build multi-step automation workflows that connect your apps, trigger actions automatically, and keep your data in sync. Lead capture, CRM updates, invoice creation, notifications, onboarding sequences, the repetitive stuff your team hates doing. 🤖 AI-Powered Workflows Intelligent automations that use AI to handle decisions, not just move data. RAG-based chatbots trained on your content, OpenAI integrations, and Hugging Face open-source models embedded in your tools. 🔗 HubSpot CRM setup and automation Full HubSpot implementation including contact properties, deal pipelines, automated sequences, and lead routing. Your sales team stops doing data entry and starts selling. 📊 Stripe and Xero integrations Stripe payment workflows, including automated invoice creation in Xero, payment notifications and reporting, subscription automation & much more ▶︎ What makes me different? Most freelancers are either WordPress developers or automation specialists. I'm both, so your website and your workflows are designed to work together as a single system. ▶︎ Why Clients Work With Me • Automation designed around real business workflows • Reliable systems that reduce manual work • Clean integrations between websites and business tools • Clear communication and fast response My goal is to help businesses save time, reduce manual work, and operate more efficiently. If you need help improving your workflows or integrating your systems, feel free to reach out.

I’m an AI and AWS Specialists—your go-to expert for designing, developing, deploying, and optimizing AI solutions in AWS. 🔧 What I Offer: With a strong background in AI development and hands-on expertise in AWS, I offer end-to-end support—from consultation to deployment—for practical, cloud-ready AI solutions. I specialize in delivering scalable, production-grade systems that align with industry best practices. My toolkit includes trusted frameworks and services such as Amazon SageMaker, Amazon Bedrock, LangChain, Hugging Face, MCP, and more. Here’s how I can help: 1. 🧠 Consultation on building AI services in the cloud (especially AWS) 2. 🛠️ Troubleshooting existing AI services in AWS 3. 🚀 Developing custom AI solutions optimized for cloud deployment 4. 📊 Training and fine-tuning large models on AWS 5. 🌐 Deploying AI endpoints on AWS 🎓 Honors & Certifications: - AWS Machine Learning Engineer – Associate - AWS Solutions Architect – Associate - AWS Cloud Practitioner - AWS Advanced ML/AI Scholarship Recipient I deliver international-standard results at competitive rates—with a commitment to quality, impact, and efficiency. Let’s connect to discuss how I can power your AI vision in the cloud! 🤝

🟨 Tested 20+ web & mobile products before release 🟨 Helping teams catch bugs early and avoid costly fixes later 🟨 Reduce production bugs by 50% I’m one of those QA tester specialists who doesn’t just “run tests” I look at the product like a real user and break it before your users do. What I do as a QA tester Manual QA tester / Software QA testing ✔️ Full-cycle software testing: regression, smoke, acceptance ✔️ Web testing, app testing (iOS / Android), cross-browser testing, quality assurance software ✔️ QA tester focused on real user flows, not just checklists ✔️ Clear bug reports in Jira QA automation / Automation tester ✔️ QA automation using Cypress and Playwright ✔️ Automation tester building stable end-to-end tests ✔️ QA automation engineer improving or rebuilding test coverage ✔️ Integration with CI (GitHub Actions, pipelines) ✔️ API testing with Postman and other tools I’m a QA engeneer (manual tester and automation tester) who works with products where bugs cost real money, SaaS platforms, marketplaces, business tools. My Tech Stack: ✔️ Cypress, Playwright, automation selenium Selenium, WebdriverIO ✔️ JavaScript, TypeScript, Python, Java ✔️ Postman, SoapUI ✔️ Jira, TestRail, X-Ray ✔️ BrowserStack, Sauce Labs ✔️ MySQL, PostgreSQL ✔️ OpenAI API, LangChain, HuggingFace I am a senior qa engineer, (automation engineer, qa automation engineer include manual testing) who focuses on modern, production-ready stacks and don’t take projects who need wordpress developer, react developer, front-end developer, full stack developers, project managers, python developer, react native developer, software developer, java developer, software product manager, Swift, python django, Angular, WordPress, Laravel, brazil, PHP, Vue, or Webflow, jest, design, gps, flutter, link building, copywriter, website traffic because my main focus is always on QA testing and product quality. Have a product that needs a QA tester or QA automation engineer? Click "Invite", send a short description, and I’ll show you where your product can break - before your users do

⬜️ Tested 20+ web & mobile products before release ⬜️ Helping teams catch bugs early and avoid costly fixes later ⬜️ Reduce production bugs by 50% I’m one of those QA tester specialists who doesn’t just “run tests” - I look at the product like a real user and break it before your users do.* What I do as a QA tester Manual QA tester / Software testing ✔️ Full-cycle software testing: regression, smoke, acceptance ✔️ Web testing, app testing (iOS / Android), cross-browser testing ✔️ QA tester focused on real user flows, not just checklists ✔️ Clear bug reports in Jira QA automation / Automation tester ✔️ QA automation using Cypress and Playwright ✔️ Automation tester building stable end-to-end tests ✔️ QA automation engineer improving or rebuilding test coverage ✔️ Integration with CI (GitHub Actions, pipelines) ✔️ API testing with Postman and other tools I’m a QA engeneer who works with products where bugs cost real money - SaaS platforms, marketplaces, business tools. Industries: 🏥 Healthcare, 🛒 E-Commerce & Marketplace, 💳 Fintech, 💻 SoftDev, 🎯 Marketing, 📚 E-learning, 💼 Business Solutions. My Tech Stack ✔️ Cypress, Playwright, Selenium, WebdriverIO ✔️ JavaScript, TypeScript, Python, Java ✔️ Postman, SoapUI ✔️ Jira, TestRail, X-Ray ✔️ BrowserStack, Sauce Labs ✔️ MySQL, PostgreSQL ✔️ OpenAI API, LangChain, HuggingFace I work closely with full stack developers, software developers, and project managers, but my main focus is always on QA testing and product quality. Have a product that needs a QA tester or QA automation engineer? Click "Invite", send a short description, and I’ll show you where your product can break - before your users do.

I provide Next-Gen AI-powered Web & Mobile App Development, UI/UX Design, Enterprise Mobility Solutions, and Application Maintenance Services. My team empower Fortune 500 companies and ambitious startups to scale, innovate, and accelerate digital transformation. 1. Core Services Resource Augmentation – Hire IT Resources On-Demand Mobile Applications – iOS, Android, Flutter, React Native, Xamarin Web Application Design & Development AI Development & Consulting Digital Transformation Solutions UI/UX Design & Development Custom Software Development SaaS Application Development Cloud & Data Migration Digital Product Engineering Digital Marketing – SEO, SEM, SMM E-Commerce Solutions – Custom & Template-Based Marketplace Platform Development Full Stack Development 2. IT Resource Augmentation – Scale Your Team with Ease Need expert developers, designers, or AI specialists on demand? We offer flexible IT staffing solutions for both short-term and long-term needs: Full-Stack Development AI & Machine Learning Mobile & Web Development UI/UX Design Cloud & DevOps Engineering Hire top-tier talent without the overhead costs. 3. Technical Expertise iOS: Swift, Objective-C Android: Kotlin, Java Hybrid Mobile: React Native, Flutter Frontend: ReactJS, AngularJS, Next.js, Vue.js, HTML, CSS3, jQuery Frameworks: Bootstrap, Laravel, CodeIgniter, Yii, Node.js, Express.js, Nest.js, Python Microsoft Tech: .Net, C#, ASP.NET AI/ML Frameworks: TensorFlow, PyTorch, Hugging Face, OpenCV, Ultralytics LLMs & Gen AI: LangChain, LlamaIndex, OpenAI, FAISS, Stable Diffusion ML Algorithms: XGBoost, Random Forest, SVM, CNN, LSTM, BERT, GPT-2, Transformers MLOps: MLflow, Jupyter, Google Colab, GitHub, VSCode Data Science & Visualization: Pandas, NumPy, SciPy, Matplotlib, Seaborn, Plotly, Tableau CMS: WordPress, Shopify UI/UX Tools: UX Audit, Branding, Wireframing, Prototyping Cloud: AWS (S3, Lambda, EC2), Azure, Google Cloud Custom WebRTC Applications & Crypto Wallets 4. Industries Served Healthcare & Telemedicine Transport & Logistics E-Learning & LMS On-Demand Services – Taxi, Delivery E-Commerce & Marketplaces Recruitment & Job Portals FinTech & Digital Banking Insurance Real Estate & Property Management Fitness & Wellness OTT & Entertainment Travel & Hospitality Social Media & Dating Platforms Rental Platforms NGO & Crowdfunding Platforms Events & Ticketing AR/VR & Emerging Tech CRM, ERP & POS Systems Let’s connect and create the perfect solution for your business. Message me today to get started.

Results-driven Data Scientist with 7+ years delivering production ML solutions for Fortune 500 companies and startups. I specialize in Media Mix Modeling (MMM), IoT predictive analytics, and agentic applications, with proven ROI in the millions. CORE EXPERTISE Machine Learning & AI: Python, PyTorch, Scikit-learn, XGBoost, Time Series Forecasting (Prophet, DARTS, Nixtla stack), Causal Inference, A/B Testing, Bayesian Modeling (PyMC) LLM & RAG: OpenAI, HuggingFace, LangChain, LangGraph, ChromaDB, FAISS MLOps & Cloud: Docker, Kubernetes, MLFlow, GitHub Actions, Databricks, AWS (S3, SageMaker, Redshift), Azure (ML, Synapse, ADF), databricks, model monitoring, drift detection Data Engineering: PySpark, Pandas, Polars, ETL pipelines, data quality frameworks (Great Expectations) SPECIALIZED SOLUTIONS ✓ Media Mix Modeling (MMM): Led Heineken's most successful analytics project—captured tens of millions in value first year. Bayesian attribution modeling, channel optimization, ROI measurement, budget allocation. ✓ IoT ML Solutions: Equipment monitoring, predictive maintenance, sensor data analytics, anomaly detection at scale—deployed solutions still running 3+ years later. ✓ RAG & LLM Applications: Production knowledge retrieval systems for financial services. Semantic search, document analysis, evaluation frameworks, prompt optimization. ✓ Entity Deduplication & Record Linkage: Fuzzy matching, probabilistic record matching at scale (millions of records), customer/product master data. ✓ Supply Chain & Logistics: Demand forecasting, inventory optimization, route planning, cost-benefit simulation. WHY WORK WITH ME? → End-to-End Delivery: From data architecture to production deployment - I handle the full ML lifecycle so you don't need multiple specialists. → Business Impact: My solutions deliver measurable ROI and remain operational years after launch. One client brought me back to improve my original work - the ultimate validation. → Startup-Ready: Modern tech stack (FastAPI, Streamlit, containerized deployments), rapid prototyping, pragmatic solutions over academic theory. → Scientific Rigor: PhD in Physical Chemistry from University of Amsterdam - I bring systematic methodology to ambiguous business problems. Looking for ML/AI expertise that delivers real business value? Let's discuss how my specialized skills can accelerate your data science initiatives.

Technical Project Lead (AI + IoT + Robotics + Web) I help startups and businesses turn ideas into fully working technology products — powered by AI, Computer Vision, NLP, IoT, Robotics, and Full-Stack Web engineering. I personally come from a Data Science background and lead a seasoned team of engineers with 20+ years of combined experience delivering end-to-end solutions. You bring the challenge. We bring the architecture, development, and deployment. Whether it’s a prototype, MVP, or full product development — we deliver efficiently with mid-range and budget-friendly options. What We Build: AI & Machine Learning–based applications Computer Vision Models (Detection, Recognition, Tracking) NLP + LLM fine-tuning (chatbots, document AI, RAG pipelines) IoT + Hardware + Robotics Integrations Web & App Development (MERN, Django, Flutter, APIs) On-device Edge AI for cameras, drones, robots Our Expertise: AI/ML: PyTorch, TensorFlow, Scikit-learn Computer Vision: YOLO, Segmentation, Face Recognition NLP & LLM: LangChain, Hugging Face, RAG, Generative AI IoT & Robotics: Arduino, Raspberry Pi, Sensors, ROS Web/App: MERN, Django, PHP, Flutter, REST APIs Deployments: AWS, GCP, Docker, On-prem Edge Services Offered: Idea to MVP in 2–8 weeks Rapid prototyping for investor demos Research + development for innovation-centric teams IoT + Robotics integration with AI AI Web apps with dashboards & analytics Ongoing maintenance & scaling options Why Work With Me: You talk to one person (me) — I manage everything end-to-end My team contains specialists in every skill needed Flexible pricing: Low-budget and Mid-budget both available Clear timelines, agile development, professional documentation Long-term collaboration focus

I'm an Upwork Expert-Vetted Data Scientist who covers what usually takes two specialists: classic ML and modern LLM systems, shipped to production. Nobody understands your business like you do, and you know exactly the bottleneck you want gone. You want someone who can see it just as clearly, bring it to life the way you imagined, and build it to last. That has been my track record. Imagine handing off your idea, and what comes back makes you say, "This is exactly what I had in mind!" That is the feedback I hear most from my clients. Here's what working together looks like: You explain the vision once. I turn it into a clear plan, build the system end-to-end, and ship something your team can actually run and trust. Whether it's an LLM or RAG application, an AI agent, or a forecasting or anomaly-detection engine, it is handed over to you already deployed in production, documented, and yours to keep building on. What my clients say: → "She took our vision as her own and brought it to life." → "When she says she'll handle something, it's done." → "Hwei is the proverbial needle in a haystack. She gets it. She gets it done." Recent projects: • A US women's health startup: I led the AI intelligence layer at the core of their v1.0, live before their funding raise. • A Fortune 500 consumer brand: I built a stability testing platform that turned days of manual work into seconds. • An Italian telecom compliance consultancy: I built an LLM document-processing pipeline that cut review time from days to minutes, with zero false approvals. • A Dutch water consortium: I built an anomaly-detection dashboard that flagged genuine contamination events with zero false alarms. → Expert-Vetted · Top 1% on Upwork · 100% Job Success → ML and AI since 2018 · 8 published papers · trained at Fraunhofer SCAI and the University of Hamburg Tell me what you're trying to build, and I'll reply with a clear path forward, built around your goals. ================== Tools and capabilities: • Generative AI and LLMs: large language models, RAG (Retrieval Augmented Generation), AI agents and multi-agent systems, chatbots, prompt engineering, LLM evaluation, vector databases (ChromaDB), LangChain, Pydantic AI • Machine learning: predictive modeling, anomaly detection, time series forecasting, predictive maintenance, statistical analysis, deep learning, computer vision, natural language processing (NLP) • Engineering and delivery: Python, FastAPI, Docker, cloud deployment (AWS, Azure, Render), data analysis, data pipelines, interactive dashboards (R Shiny, Streamlit, Gradio), data visualization • Model APIs: OpenAI, Anthropic Claude, Google Gemini, Hugging Face • Consulting: artificial intelligence (AI) strategy, AI implementation, AI consulting, code audits, knowledge transfer