
Kumar K
AI ML Engineer
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Sr AI/ML Engineer
Upwork • Freelance
Jul 2024 - Present • 1 yr 10 mos
Senior AI/ML Engineer with 10+ years in software engineering, now focused fully on building and shipping production AI systems. I design and deploy AI agents, RAG systems, chatbots, and machine learning models. Recent shipped work: - Multi-agent AI systems built on LangGraph and LlamaIndex Workflows, with multi-step reasoning and fallback handling - RAG chatbots using LangChain and ChromaDB that answer only from source data, with citations on every line - Machine learning models in PyTorch and XGBoost, deployed to production with Docker and CI/CD I also build automation workflows with n8n and connect AI into real business tools through APIs and webhooks. Kaggle Expert, ranked in the top 4% globally. Every project I ship includes the parts that matter for production - error handling, testing, and clean deployment.