Hi, I’m Sumiran, an AI Engineer and Data Scientist passionate about turning complex AI concepts into practical, real-world solutions. I’ve worked across Generative AI, RAG, NLP, and Recommendation Systems, building GPT-based tools, intelligent data validation frameworks, and ML models that help businesses automate workflows and make smarter decisions. On Topmate, I help individuals and teams understand how to build and deploy machine learning projects, fine-tune LLMs, and grow confidently in their AI/ML journey. If you’re looking to bridge the gap between learning ML and applying it in production or want to discuss impactful project ideas, I’d love to connect and guide you.