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Gopi Krishna Tummala

Tag: robotics

All the articles with the tag "robotics".

  • Diffusion — From Molecules to Machines

    Intermediate GenAI Systems 28 min

    A clear introduction to diffusion and guided diffusion — how a simple physical process became a foundation for modern generative AI, from Stable Diffusion to robotics and protein design.

  • Diffusion for Action: Trajectories and Policy

    Advanced Robotics 20 min

    How diffusion models predict action sequences instead of pixels. Covers Diffusion Policy, world models for robotics, and connecting diffusion to reinforcement learning for autonomous systems.

  • Module 01: The "Why" and The Architecture

    Advanced Robotics 25 min

    Why L5 autonomy is harder than a moon landing. Understanding ODD, latency loops, compute constraints, and the probability of failure in autonomous systems.

  • Module 02: How Cars Learn to See (Sensors)

    Advanced Robotics 35 min

    From photons to decisions: How machines reconstruct 3D reality from 2D data. Covers cameras, IPM, radar, LiDAR, and sensor fusion in an intuitive, first-principles approach.