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𝗠𝗼𝘀𝘁 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝗶𝗻𝗴 𝘄𝗶𝘁𝗵 𝗔𝗜 𝗾𝘂𝗶𝗰𝗸𝗹𝘆 𝗿𝗲𝗮𝗹𝗶𝘇𝗲 𝗼𝗻𝗲 𝘁𝗵𝗶𝗻𝗴. 𝗔 𝗺𝗼𝗱𝗲𝗹 𝗮𝗹𝗼𝗻𝗲 𝗱𝗼𝗲𝘀𝗻’𝘁 𝗰𝗿𝗲𝗮𝘁𝗲 𝘃𝗮𝗹𝘂𝗲. 𝗪𝗵𝗮𝘁 𝗺𝗮𝘁𝘁𝗲𝗿𝘀 𝗶𝘀 𝗵𝗼𝘄 𝗶𝘁’𝘀 𝘁𝗿𝗮𝗶𝗻𝗲𝗱, 𝗼𝗽𝘁𝗶𝗺𝗶𝘇𝗲𝗱, 𝗮𝗻𝗱 𝗱𝗲𝗽𝗹𝗼𝘆𝗲𝗱 𝗶𝗻 𝗿𝗲𝗮𝗹 𝘀𝘆𝘀𝘁𝗲𝗺𝘀. I specialize in building and deploying machine learning and Large Language Model (LLM) systems that solve real business problems, from intelligent assistants to data-driven automation and scalable AI services. With a background in machine learning engineering and software development, I focus on turning AI ideas into reliable, production-ready solutions. 𝗟𝗮𝗿𝗴𝗲 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹 (𝗟𝗟𝗠) 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 Modern AI products rely on powerful language models, but they need proper architecture to perform well. 𝐈 𝐝𝐞𝐯𝐞𝐥𝐨𝐩 𝐋𝐋𝐌-𝐩𝐨𝐰𝐞𝐫𝐞𝐝 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐬𝐮𝐜𝐡 𝐚𝐬: AI chatbots and assistants knowledge retrieval systems AI copilots for internal teams automated research tools intelligent data analysis assistants These systems combine LLM reasoning with external data sources, APIs, and business tools. Retrieval-Augmented Generation (RAG) Systems Many businesses want AI that can answer questions using their own internal data. 𝗜 𝗯𝘂𝗶𝗹𝗱 𝗥𝗔𝗚 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀 𝘁𝗵𝗮𝘁 𝗰𝗼𝗻𝗻𝗲𝗰𝘁 𝗹𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗺𝗼𝗱𝗲𝗹𝘀 𝘁𝗼: company documents and PDFs internal knowledge bases customer support data CRM systems business databases and APIs 𝗖𝗼𝗿𝗲 𝗰𝗼𝗺𝗽𝗼𝗻𝗲𝗻𝘁𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: LangChain and LlamaIndex pipelines vector search infrastructure semantic retrieval optimization hallucination reduction strategies This allows AI systems to produce accurate answers grounded in company knowledge. 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗠𝗼𝗱𝗲𝗹 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 Beyond LLMs, I build and optimize traditional machine learning and deep learning models. 𝗧𝘆𝗽𝗶𝗰𝗮𝗹 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: predictive analytics models recommendation systems NLP and text analysis models classification and forecasting models AI-powered data processing pipelines The goal is always to create models that deliver measurable business insights. 𝗟𝗟𝗠 𝗙𝗶𝗻𝗲-𝗧𝘂𝗻𝗶𝗻𝗴 & 𝗠𝗼𝗱𝗲𝗹 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 Every AI system performs better when adapted to its specific task. 𝗜 𝘀𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘇𝗲 𝗶𝗻 𝗶𝗺𝗽𝗿𝗼𝘃𝗶𝗻𝗴 𝗟𝗟𝗠 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 𝘁𝗵𝗿𝗼𝘂𝗴𝗵: LoRA and QLoRA fine-tuning prompt engineering and optimization model evaluation and testing task-specific LLM adaptation structured output pipelines 𝗧𝗵𝗶𝘀 𝗶𝗺𝗽𝗿𝗼𝘃𝗲𝘀 𝗮𝗰𝗰𝘂𝗿𝗮𝗰𝘆, 𝗿𝗲𝗹𝗶𝗮𝗯𝗶𝗹𝗶𝘁𝘆, 𝗮𝗻𝗱 𝗱𝗼𝗺𝗮𝗶𝗻-𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲. 𝗠𝗟𝗢𝗽𝘀 & 𝗔𝗜 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 AI solutions must run reliably in production environments. I implement MLOps pipelines that ensure models remain scalable and maintainable. 𝗧𝗵𝗶𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲𝘀: model deployment pipelines experiment tracking with MLflow containerized inference services CI/CD for machine learning systems monitoring model performance and drift 𝗧𝗵𝗲𝘀𝗲 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗵𝗲𝗹𝗽 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀𝗲𝘀 𝗺𝗼𝘃𝗲 𝗳𝗿𝗼𝗺 𝗔𝗜 𝗽𝗿𝗼𝘁𝗼𝘁𝘆𝗽𝗲𝘀 𝘁𝗼 𝘀𝘁𝗮𝗯𝗹𝗲 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝘀𝘆𝘀𝘁𝗲𝗺𝘀. End-to-End AI System Development I support the full lifecycle of machine learning and AI projects. This includes: AI solution architecture and planning data preparation and model training backend AI service development API integrations with applications cloud deployment and monitoring The focus is always on building AI systems that integrate smoothly with existing products and workflows. 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 𝗦𝘁𝗮𝗰𝗸 Programming & ML Frameworks Python, PyTorch, TensorFlow, Scikit-learn 𝗟𝗟𝗠 & 𝗔𝗜 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀 LangChain, LlamaIndex, Hugging Face Fine-Tuning & Optimization LoRA, QLoRA, Prompt Engineering 𝗩𝗲𝗰𝘁𝗼𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀 Pinecone, FAISS, Weaviate, ChromaDB 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 FastAPI, Flask, REST APIs 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 & 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝘃 Docker, Kubernetes AWS, Google Cloud, Azure 𝗪𝗵𝗮𝘁 𝗜 𝗛𝗲𝗹𝗽 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀𝗲𝘀 𝗕𝘂𝗶𝗹𝗱 AI chatbots and assistants knowledge base AI systems document analysis and processing tools predictive machine learning models AI automation workflows scalable AI backend services 𝗪𝗵𝘆 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲 strong combination of ML research and engineering focus on production-ready AI systems scalable architectures designed for real use clear communication and reliable delivery practical solutions that create business impact If you’re building an AI product, machine learning system, or LLM-powered application, I’d be happy to discuss how we can implement the right solution. 𝗞𝗲𝘆𝘄𝗼𝗿𝗱𝘀 Machine Learning Engineer, LLM Engineer, Generative AI Developer, AI Model Development, RAG Pipeline Development, LangChain Developer, LlamaIndex Expert, LLM Fine Tuning, AI Chatbots

🚀 𝗦𝘁𝗼𝗽 𝘄𝗮𝘀𝘁𝗶𝗻𝗴 𝗵𝗼𝘂𝗿𝘀 𝗼𝗻 𝗿𝗲𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝘁𝗮𝘀𝗸𝘀, 𝗜 𝗯𝘂𝗶𝗹𝗱 𝗔𝗜-𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝘁𝗵𝗮𝘁 𝘄𝗼𝗿𝗸 𝗳𝗼𝗿 𝘆𝗼𝘂𝗿 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝟮𝟰/𝟳. I understand businesses to eliminate repetitive work, automate operations, and build AI-powered systems that save time, reduce costs, and scale efficiently. My aim is to work with startups, agencies, or growing businesses. I can design intelligent automation that work 24/7, allowing you to focus on growing your business instead of managing manual tasks. 𝗡𝗼𝘁𝗮𝗯𝗹𝗲 𝗡𝟴𝗻 𝗔𝘂𝘁𝗺𝗮𝘁𝗶𝗼𝗻 𝗔𝗰𝗵𝗶𝗲𝘃𝗲𝗺𝗲𝗻𝘁𝘀: - Automated sales and operations workflows for a UK IT firm using custom AI and n8n, replacing manual handoffs across their CRM and email systems. - Built an automated workflow for a student query-handling system for a UK university, cutting manual admin workload significantly. - Developed HeySquib: an AI platform that ingests real-time X (Twitter) data and delivers automated trend reports using LLM analysis. 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗖𝗼𝗺𝗲 𝗧𝗼 𝗠𝗲 𝗪𝗵𝗲𝗻: - Repetitive manual tasks are slowing down your business - You need AI agents to automate customer support or lead management - Your apps and tools need seamless integrations and automated workflows - You're looking to automate processes with N8n, or APIs - Manual data entry and repetitive workflows are causing costly errors - You want AI automation systems that work reliably 24/7 𝗔𝗿𝗲𝗮𝘀 𝗼𝗳 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲 𝗶𝗻 𝗔𝗜 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻: - n8n & Workflow Automation Build end-to-end automated workflows that connect your apps, eliminate repetitive tasks, and streamline business operations. Tools: n8n, Zapier, APIs, Webhooks - AI Automation & AI Agents Develop AI-powered agents that automate customer support, lead qualification, content generation, and business processes. Tools: OpenAI, ChatGPT, Claude, n8n - API Integration & Business Automation Connect CRMs, databases, email platforms, payment systems, and third-party applications into one seamless automated workflow. Tools: REST APIs, Webhooks, Airtable, Google Sheets, Slack - GoHighLevel CRM & Automation Build GoHighLevel CRM workflows for lead management, appointment booking, follow-ups, marketing automation, and business processes. Tools: GoHighLevel, Workflows, CRM, Webhooks, APIs - No-Code & Low-Code Solutions Create scalable automation systems without complex development, enabling businesses to save time, reduce costs, and grow faster. Tools: n8n, Zapier, Notion 𝗥𝗲𝗮𝘀𝗼𝗻𝘀 𝗧𝗼 𝗪𝗼𝗿𝗸 𝗪𝗶𝘁𝗵 𝗠𝗲: - Automation solutions focused on real business results - Scalable, reliable workflows built for long-term use - Clean, secure, and well-structured AI automation systems - Clear communication, honest guidance, and on-time delivery 𝗖𝗢𝗥𝗘 𝗘𝗫𝗣𝗘𝗥𝗧𝗜𝗦𝗘: AI Automation • n8n • Workflow Automation • Business Process Automation • Automation Engineer • AI Agent Development • AI Agents • AI Chatbot • AI Bot • AI Automation Specialist • No-Code Development • Low-Code Development • GoHighLevel • GoHighLevel CRM • GoHighLevel Automation • GoHighLevel Workflows • GoHighLevel Integration • GoHighLevel Lead Automation • GoHighLevel Marketing Automation • Make • Zapier • API Integration • REST API • OpenAI API • ChatGPT • Claude • Prompt Engineering • AI Integration • AI Implementation • CRM Automation • Google Sheets Automation • Notion • Slack • Email Automation • Lead Automation • Marketing Automation • Document Automation • Customer Support Automation • AI Content Automation • System Automation • Process Automation If repetitive tasks, disconnected tools, or manual processes are slowing your business down, let's fix them with smart AI Automation. 💬 Send me a message with your workflow or idea, and I will recommend the best automation approach, clear, practical, and tailored to your business. 📞 Need expert guidance before committing to a full project? I also offer paid 📝consultations to help you validate your automation strategy and road-map with confidence.

🥇 Expert-Vetted (Top 1% on Upwork) | 14+ years shipping production web & mobile products - with AI built in where it adds value, not bolted on for show. I'm a full-stack & mobile developer and fractional CTO. I take ideas from concept to shipped, scaled products: the web app, the mobile app, the infrastructure, and the AI features that make them smart. My pedigree is enterprise - I started my career at SAP in Silicon Valley, the world's #1 enterprise software company, leading ML enablement and development across EMEA - but my home is hands-on building for startups and SMBs who need something real, fast. ⭐ On Upwork: 100% Job Success, 5-star rating, and long-term relationships spanning global corporations to solo founders. 🚀 A few recent builds: 🎓 IT Career Switch ➝ Custom LMS + 500 hours of AI-assisted course content in 8 weeks. Now their long-term innovation partner. 🍽️ The Munch Map ➝ Designed, built & scaled an AI-powered food-review SaaS app - 1m+ views in week one, hundreds of thousands of events weekly. 🎬 FilmWaffle ➝ Rebuilt & scaled an AI-powered film-discovery platform to 5m views/month, migrated with zero downtime. 📍 B2B venue finding platform ➝ Production venue-discovery platform (Django, React, Celery, PostgreSQL) with AI-powered semantic search. 🏢 Kandor ➝ Founding/fractional CTO on a full-stack web and mobile product, from architecture and AI through CI/CD to production. 🧪 Biosense ➝ AI-powered full-stack web app cutting manual root-cause analysis for biotech teams by up to 90%. 🗣️ Audico ➝ Architected & scaled a 40+ language generative-AI voice platform from concept to European commercialisation, as CTO. 📈 Prezien · 📚 Qirnas · ⚡ and more across SaaS, healthcare, edtech and travel. 🛠️ What I actually do: Full product builds and feature work - React, React Native, Expo, Flutter, Django / Node / Rust / FastAPI, PostgreSQL, Cloud (AWS, GCP, Azure, DigitalOcean etc...) & Kubernetes - with AI woven in where it adds value: semantic search, recommendation systems, knowledge graphs, smart automation, LLM-powered workflows, voice & generative features and more... Whether you're rapidly building an MVP, adding an AI feature to an existing app, or scaling to production, I bring a proven 14-year framework to get it shipped. 🚫 What I'm not the fit for: standalone model training, data labelling, analytics dashboards, or prompt-only engagements. I build intelligent products - not AI in isolation. ❓ WHAT MAKES ME DIFFERENT? 💡 Creativity ➝ Often overlooked in tech. I have a keen eye for design and love shaping tangible products and services. What we build will be bespoke to your exact needs. 🗣️ Communication ➝ Clients' #1 piece of feedback - and why they keep coming back. Most projects stall on misalignment, not code; a great developer who leaves you in the dark is still a liability. With 14+ years translating complex work for stakeholders at every level (a "Gifted Public Speaker" at SAP, Head of ML Enablement across EMEA, 200+ consultants trained), you'll always know where things stand and why. 🤝 Trust ➝ I run my own businesses, so I know how hard trust is to earn. I'm friendly, open and straight with you from day one, and I'm here for long-term relationships. I'd love to hear what you're working on - reach out and let's build something. You can count on an honest, timely, advisory reply every time 👍🏽

Expert Vetted by Upwork - Top 1% Talent Principal AI/ML engineering consultant delivering enterprise LLM, agentic AI and MLOps through Advantage AI Consulting. Owns the consulting lifecycle from ambiguous problem definition and success criteria through solution architecture, team shaping, hiring/interview support, implementation delivery, evaluation and production handover. Experienced in RL environments for major AI labs, enterprise RAG and semantic search, tool/function-calling systems, agent benchmarking, LLM-as-a-judge evaluation and production-grade ML platforms in regulated domains.

𝐌𝐨𝐬𝐭 𝐀𝐈 𝐩𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝐟𝐚𝐢𝐥 — 𝐧𝐨𝐭 𝐟𝐫𝐨𝐦 𝐛𝐚𝐝 𝐭𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲, 𝐛𝐮𝐭 𝐛𝐞𝐜𝐚𝐮𝐬𝐞 𝐭𝐡𝐞 𝐛𝐮𝐢𝐥𝐝 𝐝𝐨𝐞𝐬𝐧'𝐭 𝐦𝐚𝐭𝐜𝐡 𝐡𝐨𝐰 𝐭𝐡𝐞 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐚𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐨𝐩𝐞𝐫𝐚𝐭𝐞𝐬. 𝐓𝐡𝐚𝐭'𝐬 𝐭𝐡𝐞 𝐠𝐚𝐩 𝐈 𝐜𝐥𝐨𝐬𝐞. As a Senior AI Engineer and AI Developer with 8+ years of experience , I don't hand over a working demo e system from architand disappear; I own thecture through production deployment and monitoring, so what you get is something your team can actually run on. 𝗪𝗛𝗔𝗧 𝗜 𝗕𝗨𝗜𝗟𝗗: 1. 𝗟𝗟𝗠 & 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 As an Agentic AI Engineer, I build custom LLM applications on GPT, Claude, LLaMA, and Mistral. AI agents built with LangChain and LangGraph don't just respond — they use tools, call APIs, and complete multi-step tasks on their own through prompt engineering and structured agent workflows. 2. 𝗥𝗔𝗚 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 As a RAG developer, I build retrieval-augmented pipelines on Pinecone, FAISS, Weaviate, ChromaDB, Milvus, and Qdrant — vector database work that lets your app answer from your own documents and data, accurately and resistant to hallucination. 3. 𝗔𝗜 𝗖𝗵𝗮𝘁𝗯𝗼𝘁𝘀 & 𝗖𝗼𝗻𝘃𝗲𝗿𝘀𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗔𝗜 As a chatbot developer, I build conversational AI assistants for web, Slack, WhatsApp, and Telegram, trained on your business data for customer support, sales, and internal tooling. 4. 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻 As a computer vision engineer, I build object detection and image classification systems, deployed for real production use cases, not research notebooks. 5. 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 & 𝗡𝗟𝗣 As a generative AI developer and NLP engineer, I build text, image, and code generation systems, plus custom NLP pipelines for named entity recognition, sentiment analysis, classification, and summarization. 6. 𝗠𝗼𝗱𝗲𝗹 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴, 𝗙𝗶𝗻𝗲-𝗧𝘂𝗻𝗶𝗻𝗴 & 𝗠𝗟𝗢𝗽𝘀 As an MLOps engineer, I handle domain-specific fine-tuning with LoRA, PEFT, and quantization, plus MLOps pipelines for monitored, scalable deployment — not a model that only works on my machine. 7. 𝗔𝗜 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 & 𝗔𝗜 𝗦𝗮𝗮𝗦 Beyond individual features, I build AI automation into full AI SaaS products — wiring LLMs, agents, and workflows directly into your platform's core, not bolted on as an afterthought. 𝗧𝗘𝗖𝗛 𝗦𝗧𝗔𝗖𝗞: 𝐀𝐈/𝐌𝐋: TensorFlow, PyTorch, Keras, Scikit-learn, Hugging Face, Transformers 𝐋𝐋𝐌 & 𝐀𝐠𝐞𝐧𝐭𝐬: OpenAI API, Claude, LangChain, LangGraph, LlamaIndex 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠: CNN, RNN, LSTM, GANs, Autoencoders 𝐕𝐞𝐜𝐭𝐨𝐫 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬: Pinecone, FAISS, Weaviate, Milvus, Qdrant 𝐂𝐥𝐨𝐮𝐝 & 𝐈𝐧𝐟𝐫𝐚: AWS, GCP, Azure, Docker, Kubernetes, CI/CD 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞𝐬: Python, Next JS, FastAPI, Bash/Shell 𝗪𝗛𝗬 𝗪𝗢𝗥𝗞 𝗪𝗜𝗧𝗛 𝗠𝗘: ✔ 8+ years of AI/ML engineering as a machine learning engineer — research background plus production engineering discipline ✔ End-to-end ownership: architecture, development, deployment, and monitoring, not just the model ✔ Scalable AI systems built for startups and enterprises alike ✔ Clean, documented, maintainable code — reviewed and handed off the way you'd want to inherit it ✔ Direct, plain-English communication and clear scoping before any work starts 𝗛𝗢𝗪 𝗪𝗘 𝗦𝗧𝗔𝗥𝗧: 1. Message me with what you're trying to build or fix 2. I'll respond with which approach actually fits your problem — not a generic pitch 3. We agree on scope and milestones, and I start If you're building an LLM application, a RAG system, an AI agent, a chatbot, or a computer vision product, send me the brief and let's talk.

Messy spreadsheets waste time. I fix them. Clean, reliable data makes better decisions possible. Whether you have duplicate rows, inconsistent formats, mismatched columns, or multiple CSV and Excel files that need combining, the result is one accurate, well-structured dataset that's ready to use. Clients hire me when data quality matters and manual spreadsheet work has become a bottleneck. Services - Data cleaning - File merging - Data standardisation - Data validation - CSV processing - Excel processing - Python automation Every project starts with understanding the goal, then delivering a clear, repeatable solution with defined outcomes. You'll receive a realistic timeline before work begins. Written communication. Efficient delivery. No unnecessary meetings.