$200 / month
Start free, decide later
Hi, I am a Senior Machine Learning Engineer and the ML lead for a 30+ person organization at a major FAANG company. I specialize in e2e machine learning, helping technical professionals take full ownership of the full ML lifecycle, moving projects from initial experimentation to global production scale.
Throughout my career, I have led personalization initiatives for over 400M customers, driving $600M+ in annual revenue. I bridge the gap between "Science" and "Engineering," turning Jupyter notebooks into robust, production-ready systems using AWS (SageMaker/Bedrock).
The Hiring Insider: I am actively involved in the hiring process and final hire decisions for my organization. Having conducted 150+ technical interviews across Coding, ML System Design, and Behavioral loops, I know exactly what technical signals and leadership traits result in a "Strong Hire" recommendation.
How I Help You: Whether you are an SDE, Data Analyst, or Data Engineer, I provide the tactical blueprint to help you:
- Master the full lifecycle of ML to lead high-impact initiatives.
- Translate your current skills into the production-ready language FAANG recruiters look for.
- Navigate the interview bar with direct feedback from an active decision-maker.
5 out of 5 stars
Xiang is a great mentor. He is always available and very fast to respond while paying attention to details. He is very experienced and helped me a lot on my journey to grow in my career.
Standard Plan • 5 months
5 out of 5 stars
I had another excellent mentoring session with Xiang, and once again, his feedback was extremely valuable. He provided thoughtful, insightful, and practical guidance that helped me better understand how to strengthen my preparation and improve my approach. I really appreciate the time he took to give detailed feedback and actionable suggestions. Highly recommend working with him.
Session
5 out of 5 stars
Once again, Xiang is a GREAT, EXPERIENCED MENTOR. This is my 3rd mock interview session with him, and he gave me valuable feedback and excellent directions. Xiang is a truley knowledgable engineer in LLM/VLM large scale distriubuted systems domain. If you want to pass your technical interviews or you want experienced guidance, no one is better than him. Thank you Xiang.
Session
You tell Xiang your goals. They see exactly what you want to work on before session one.
You meet within days. Xiang reviews your application and books your first session, usually within a day or two.
You leave with a plan. Concrete next steps and a weekly rhythm from your very first week.
Xiang Liu
Senior Machine Learning Engineer at None
Enter your email and we'll let you know when Xiang has open spots. You'll also get a link to manage your wishlist – no account needed.
Book a free intro call with Xiang
Connect with Xiang in a quick call (usually 15-20 minutes)
What's included in the trial?
Every trial is a little different–here's what Xiang says about their trial:
We'll meet for a quick call (usually under 30 minutes) where we:
- Break the ice and introduce ourselves
- Discuss your goals and how I can support you
- Coordinate logistics like time zones, meeting frequency, and communication methods
