Hi, I’m a Senior Data Scientist with 12+ years of experience working on real-world AI and data science problems. Over the years, I’ve built and deployed machine learning and AI systems at scale — including work on LLMs and multimodal AI (text, audio, video). My focus has always been simple: take complex AI concepts and make them actually useful in real business scenarios. Along the way, I’ve also spent a lot of time mentoring people — and that’s something I genuinely enjoy. On Topmate, I mainly help with: 1 - Mentorship If you’re trying to get into data science or move into AI/ML roles, I can help you figure out what actually matters — not just courses, but skills, projects, and positioning. 2 - Interview Preparation I take mock interviews (ML, SQL, case studies, system design) and give honest, structured feedback — what you did well, what’s missing, and how to improve. 3 - Real-world AI Guidance If you’re stuck on projects, LLMs, or don’t understand how things work in production — I can help you connect the dots between theory and industry. I keep things practical, direct, and tailored to your level — whether you’re just starting out or already experienced and looking to level up.