## About Me As a seasoned Data Science and Machine Learning professional with over a decade of experience at leading tech companies like **Microsoft and Google**, I know exactly what separates a "Strong Hire" from the rest of the pool. Having sat on both sides of the interview table, I help candidates deconstruct complex technical bars into repeatable, masterable frameworks. My coaching style is **rigorous yet empathetic**. I focus on teaching you *how* to think through ambiguous problems under pressure, ensuring you leave our sessions with concrete frameworks rather than just memorized solutions. --- ## 🛠️ Deep Technical Expertise Book a session with me if you are targeting mid-to-senior roles and looking to master: * **Machine Learning System Design:** Production-scale architectures, end-to-end data pipelines, model evaluation, and deployment strategies. * **Data Science & Advanced Analytics:** Statistical modeling, causal inference, experimentation (A/B testing), and business metrics. * **Software Engineering & Distributed Systems:** Writing production-grade code, algorithmic problem-solving, and scalable system design. * **Resume & Portfolio Architecture:** Re-engineering your technical narrative to pass strict recruiter screening and trigger technical curiosity from hiring managers. --- ## 💼 What I Offer * **Realistic Mock Interviews:** High-fidelity interview simulations tailored to your target company (FAANG+, Tier-1 tech, or high-growth startups) with live, real-time pressure. * **Granular Scorecards & Feedback:** You won't just get generic advice. You will receive a detailed breakdown of your technical execution, communication framework, and problem-solving structure, alongside a highly actionable improvement plan. * **Strategic Career Guidance:** Customized study roadmaps, preparation timelines, and insider strategies for navigating senior-level interviews and cross-domain transitions. --- ## 💬 What Past Mentees Say Candidates I have mentored frequently highlight three key aspects of our sessions: 1. **"Brutally Honest Yet Empowering"** — I don't sugarcoat feedback. You will get a precise assessment of where your gaps lie, delivered in a supportive environment that builds confidence. 2. **"Frameworks Over Solutions"** — Mentees appreciate that I don't just give them the answer to a problem; I teach them the architectural and systematic frameworks to solve *any* problem of that class. 3. **"Hyper-Realistic Simulation"** — Past candidates consistently note that my mock sessions perfectly mirror the exact tone, pacing, and depth of actual Big Tech loops.