ML Engineer
Connect modeling, evaluation, deployment, monitoring, MLOps, and production ML system design.
Roadmap
Role-based preparation paths
Role-based paths that connect concepts to interview practice.
Use these paths to connect concepts, interview practice, and deeper reference material.
Paths
Choose a role path
Pick the closest target role. Each roadmap connects what to learn, what to practice, and what to review.
AI Engineer
Focus on LLM applications, RAG, agents, evaluations, safety, observability, and AI product architecture.
Data Analyst
Build depth in SQL, statistics, dashboards, metrics, and business communication for analytics interviews.
Resource bridge
Expand topics with reference material
Use the resource library for open-source books, videos, repositories, and practice platforms that support the roadmap without adding unnecessary steps.