I’m a data scientist with 3+ years of hands-on experience building and deploying end-to-end AI products in fast-paced startup environments. I work deeply across Agentic AI, Generative AI, LLMs/SLMs, MoE, Mamba architectures, MCP, fine-tuning (instruction & parameter-efficient), and production-grade ML systems. I’m a computer science graduate from NIT Trichy, with a strong foundation in DSA and competitive programming, and I’ve successfully cleared multiple MAANG-level data science interviews, giving me strong insight into what top companies actually look for. Currently, I own full product responsibility—from problem framing, model selection, training, and evaluation to deployment and scaling in real-world systems. On Topmate, I help with: 1. Data Science & ML interview preparation (MAANG + startups) 2. Generative AI, LLM & Agentic AI roadmap and project guidance 3. Resume reviews, mock interviews, and system-level thinking 4. Transitioning from theory to real-world, production AI If you want practical, no-fluff guidance grounded in real industry experience, you’re in the right place.