Direct answer

Who is the Beginner Path for?

Beginner Path is designed for students and newcomers and is structured as a 8-12 weeks sequence.

Course sequence

Complete the stages in order. Each page includes definitions, prerequisites, paper explainers, and recommended next steps.

  1. 01

    Foundations

    The mathematics, programming, machine learning, vision, and robotics concepts needed to study Physical AI.

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  2. 02

    Physical AI

    AI systems that perceive, reason, and act through physical machines in the real world.

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  3. 03

    Embodied Intelligence

    Intelligence that emerges through an agent's body, sensors, actions, and interaction with an environment.

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  4. 04

    Computer Vision

    Methods that let machines extract useful structure from images and video.

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  5. 05

    Egocentric Data

    First-person video, audio, gaze, hand-object interaction, and wearable sensor data used to teach AI what humans see and do.

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  6. 06

    Robot Learning

    Methods that allow robots to acquire behavior from demonstrations, rewards, interaction, or generated experience.

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  7. 07

    World Models

    Learned models that predict environment dynamics and possible future outcomes.

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