Land Your Next AI / ML Role with Confidence
Personalized coaching for Machine Learning Engineers, Applied Scientists, Research Scientists, and AI Engineers — from someone who has been on both sides of the interview loop at Meta and AWS.
ML Fundamentals · System Design · LLMs · Agentic AI · Research & Applied Science
Trusted experience across big tech & research
What I Help With
Coaching across the full AI/ML interview surface
Whether you're targeting your first ML role or a staff-level loop, we focus on exactly what each interview demands.
ML Fundamentals
Core ML theory, statistics, and the concepts that come up in every screen.
Deep Learning
Architectures, training dynamics, optimization, and modern best practices.
ML System Design
End-to-end design of scalable, production ML systems and pipelines.
LLM Interviews
Transformers, fine-tuning, RAG, evaluation, and applied LLM problems.
Agentic AI Interviews
Agent architectures, tool use, planning, and multi-step reasoning systems.
Research Scientist Interviews
Research depth, publications, and open-ended problem solving.
Applied Scientist Interviews
Bridging research and production with rigorous applied modeling.
ML Engineer Interviews
Coding, ML implementation, and engineering-focused interview loops.
Resume & Career Strategy
Positioning, leveling, and a plan to target the right roles.
Coaching Packages
Simple, transparent pricing
Choose a single session or a full preparation plan. Custom engagements available for senior and specialized roles.
Single Session
A focused, high-impact session to sharpen your approach.
- Resume review
- Interview strategy
- Live Q&A
- Personalized feedback
3-Session Package
Structured, end-to-end preparation with mock interviews.
- Structured preparation plan
- Mock interviews
- Technical coaching
- Feedback and action items
Custom Package
Tailored preparation for senior and specialized loops.
- Staff & Principal prep
- Leadership interviews
- Specialized interview prep
- Bespoke coaching plan
Why Work With Me
Practical experience, not generic advice
I draw on real experience from both sides of the table — designing AI systems, sitting in interview loops, and making hiring decisions at companies like Meta and AWS.
Meta Reality Labs
Former Tech Lead building cutting-edge AI for next-generation products.
AWS GenAI Innovation Center
Senior Applied Scientist shipping LLM and generative AI solutions at scale.
Real Interview Loops
Firsthand knowledge of how top AI/ML interviews are actually run.
Real Hiring Decisions
Experience as an interviewer evaluating and making hiring calls.
Startup & Big-Tech Perspective
Insight across company stages, from fast-moving startups to FAANG.
Testimonials
What candidates say
Placeholder testimonials shown below — sample content for demonstration only.
“The mock interviews felt exactly like the real thing. I walked into my onsite calm and prepared, and the system design feedback was a game changer.”
Sample Candidate
ML Engineer → FAANG
“We restructured my entire prep plan in the first session. The LLM and agentic AI deep-dives covered topics I had no idea would come up.”
Sample Candidate
Applied Scientist
“Having a coach who has actually made hiring decisions is completely different. The leveling advice alone was worth it for my staff loop.”
Sample Candidate
Staff ML → Senior Role
FAQ
Frequently asked questions
Software engineers, machine learning engineers, applied scientists, research scientists, and AI engineers preparing for interviews — from early-career candidates to senior, staff, and principal levels.
Everything from entry and mid-level loops to senior, staff, and principal roles. Coaching is tailored to the expectations and depth required at your target level.
Yes. Mock interviews are a core part of the 3-session and custom packages, with realistic questions and detailed, actionable feedback after each round.
Absolutely. ML system design is one of the most common areas candidates struggle with, and we cover end-to-end design of scalable, production-grade ML systems.
Yes. With direct experience in LLMs, agentic AI, multimodal, and generative systems at AWS and Meta, we go deep on transformers, RAG, fine-tuning, agents, tool use, and evaluation.
Ready for Your Next Interview?
Book a free 15-minute consultation and let's build a plan to get you ready for your target AI/ML role.