Consultation with

Consultation Session
- Explore your background and discuss a personalized career growth strategy
- Share and receive feedback on product ideas, prototypes, or technical direction
- Dive into one-off topics: whether it's navigating a tough decision, refining a pitch, or anything else on your mind

As a hiring manager with deep experience in ML and Recommender Systems, I bring a practical, empathetic approach to mentoring. Whether you're an early-career engineer or a seasoned leader, I’ll tailor the session to your goals and help you move forward with clarity and confidence.

Machine Learning practitioner with 10+ years of experience scaling data systems at top-tier Silicon Valley companies. I’ve led impactful projects across Machine Learning, Recommender Systems, and large-scale infrastructure, and have been a people manager for over seven years. I actively interview ML Engineers and Engineering Managers, giving me a sharp lens into what top companies look for.

I’m happy to support you with:
- Resume reviews
- Mock interviews: system design, ML design, behavioral, and Engineering Manager
- Presentation rehearsals
- Role-playing critical conversations (e.g., asking for a raise or promotion)
- Career transitions: into management or into Machine Learning
- Career growth topics that matter to you (e.g., goal setting, project planning)
- Deep dives into ML technical topics of interest

Whether you're preparing for your next big opportunity or navigating a career pivot, I’ll meet you where you are and help you move forward with clarity and confidence.