Interview Preparation and Consultancy

With hands-on experience interviewing at 10+ leading product-based companies, global banks, and high-growth fintech startups — and conducting 50+ technical interviews myself — I offer structured, insider-driven interview preparation and career consulting for Data Science, Applied AI/ML, and GenAI roles.

I understand both sides of the table:

1. What candidates struggle with
2. What interviewers actually evaluate
3. How hiring decisions are truly made

What I Offer

1. End-to-End Interview Preparation

1. Resume deep-dive and positioning strategy
2. Technical preparation (ML, Statistics, System Design, GenAI, LLMs, Applied ML use-cases)
3. Mock interviews simulating real product & banking environments
4. Case study walkthroughs
5. Behavioral & leadership round preparation

2. Role-Specific Coaching

1. Data Scientist
2. Applied Scientist / Senior Applied Scientist
3. Applied AI / ML Lead
4. GenAI / LLM Engineer
5. Solution Engineering (AI-focused roles)

3. Real Interview Frameworks

1. How to structure ML case discussions
2. How to present past projects effectively
3. How to handle ambiguous product problems
4. How to approach model trade-offs and deployment discussions
5. How to answer cross-functional and stakeholder questions

4. Personalized Feedback

Each session includes:

1. Honest, actionable improvement points
2. Communication refinement
3. Depth vs breadth assessment
4. Hiring-readiness evaluation

Why Work With Me?

1. Interviewed across top-tier product companies and global financial institutions
2. Conducted 50+ real interviews — I know evaluation rubrics
3. Strong foundation in Statistics, Mathematics, ML, and GenAI systems
4. Practical understanding of what differentiates “good” vs “offer-level” candidates

This service is designed for professionals targeting high-impact roles in product companies, banks, fintech.