Beginner Embodied

Physical AI Roadmap

A practical roadmap to real-world embodied AI/AGI — from fundamentals to advanced robotics and lifelong learning.

Beginner Roadmap – Start Here

Perfect if you're new to robotics or AI. Build strong foundations first.

StepTopicKey ConceptsHands-on ProjectsBest Free Resources
1AI & ML BasicsNeural networks, supervised learning, reinforcement learning basicsBuild simple classifiers and basic RL agentsfast.ai Practical Deep Learning
Andrew Ng ML Course (free audit)
2Python for RoboticsPython, NumPy, OpenCV basics, ROS2 introductionSimple image processing and robot control scriptsLearnPython.org
OpenCV Python Tutorials
3Robotics Hardware BasicsSensors, actuators, Arduino, Raspberry Pi, and basic electronicsBuild a simple wheeled robot or robotic gripperArduino Tutorials
Raspberry Pi Projects
4Simulation & Embodied BasicsGazebo, MuJoCo, Isaac Sim fundamentals, and the sensorimotor loopRun simple robot behaviors and navigation tasks in simulationGazebo Tutorials
MuJoCo Documentation