Skip to content
Gopi Krishna Tummala

Tag: robotics

All the articles with the tag "robotics".

  • Advanced Robotics
    40 MIN READ

    Diffusion for Action: Trajectories and Policy

    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.

  • Advanced GenAI Systems
    45 MIN READ

    Diffusion — From Molecules to Machines

    A deep dive into the physics and probability of diffusion models. Learn how reversing a stochastic process became the foundation for modern generative AI, from Stable Diffusion to robotics and protein design.

  • Advanced GenAI Systems
    40 MIN READ

    Physics-Aware Video Diffusion: From Pixels to Laws

    How to move from visual imitation to law-governed motion. Deep dive into injecting PDEs into neural networks, implicit physics extraction, and LLM-guided physical reasoning.

  • Advanced Robotics
    40 MIN READ

    Module 01: The "Why" and The Architecture

    Why L5 autonomy is harder than a moon landing. Understanding ODD, latency loops, compute constraints, and the modern Hybrid Architecture (Modular vs. End-to-End).

  • Advanced Robotics
    45 MIN READ

    Module 02: The Senses of an Autonomous Vehicle

    The raw senses of an autonomous vehicle: What data does each sensor provide? Covers cameras, radar, LiDAR, ultrasonics, and microphones—their physics, strengths, weaknesses, and why fusion is necessary.