Career roadmaps
Step by step guides to the AI roles that hire now, the moves into them, and the subjects worth going deep on. Every topic is weighted, every stage is in order, and each one says which PracticAI course covers it.
Role-based roadmaps6
A whole job, in the order it holds together.
Switching into AI5
What transfers from the job you already have, and what does not.
Deep dives10
One subject to the bottom, for when a role roadmap points at it and moves on.
RAG15 stages · 255 topicsContext Engineering10 stages · 129 topicsLLM Evaluation14 stages · 260 topicsGuardrails and Safety Filtering6 stages · 98 topicsObservability and LLMOps9 stages · 146 topicsInference and Serving11 stages · 154 topicsFine-tuning and Adaptation11 stages · 170 topicsModel Context Protocol7 stages · 101 topicsMultimodal AI9 stages · 128 topicsAI Cost Engineering6 stages · 76 topics