Roadmaps
AI-native role roadmaps
Skills-first paths into AI-native roles — ranked from live postings, not opinion. What to learn, the projects that prove it, and a 3–6 month plan to job-ready.
How to become a AI Engineer
Skills, projects, and a 3–6 month plan to become a AI Engineer.
How to become a Machine Learning Engineer
Skills, projects, and a 3–6 month plan to become a Machine Learning Engineer.
How to become a AI Product Manager
Skills, projects, and a 3–6 month plan to become a AI Product Manager.
How to become a Forward-Deployed Engineer
Skills, projects, and a 3–6 month plan to become a Forward-Deployed Engineer.
How to become a Applied AI Engineer
Skills, projects, and a 3–6 month plan to become a Applied AI Engineer.
How to become a Research Engineer
Skills, projects, and a 3–6 month plan to become a Research Engineer.
How to become a LLM Engineer
Skills, projects, and a 3–6 month plan to become a LLM Engineer.
How to become a MLOps Engineer
Skills, projects, and a 3–6 month plan to become a MLOps Engineer.
How to become a Data Scientist
Skills, projects, and a 3–6 month plan to become a Data Scientist.
How to become a AI Solutions Architect
Skills, projects, and a 3–6 month plan to become a AI Solutions Architect.
How to become a Computer Vision Engineer
Skills, projects, and a 3–6 month plan to become a Computer Vision Engineer.
How to become a AI Safety Engineer
Skills, projects, and a 3–6 month plan to become a AI Safety Engineer.