Walk away with a clear hiring path you can actually execute, not another list of courses.

You will know:

• What to learn first, and what to skip so you do not lose months on unused theory
• Which portfolio pieces to ship by role (applied ML, NLP/LLM, computer vision, research) so recruiters take you seriously
• How to prep both standard interviews and ML system design, the round that trips up strong candidates
• How to negotiate once an offer lands

This is a free 15-page guide. Every stage is fully explained, with no paywall and no “upgrade to see the rest.” Extra tools (question bank, system design prep, comp calculator, negotiation scripts) exist if you want them later. The roadmap stands on its own.