I've spent 10+ years building and shipping ML systems in industry, and I've sat on the other side of the hiring table — reviewing resumes, running interviews, and deciding who gets the offer. I help data scientists and analysts crack senior DS/ML interviews, position their experience for the roles they actually want, and navigate career decisions (IC vs lead, switching domains, negotiating offers). Sessions are direct and practical — you'll leave with specific things to fix, not generic advice.