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Gopi Krishna Tummala

Posts

All the articles I've posted.

  • Video Diffusion Fundamentals: The Temporal Challenge

    Advanced GenAI Systems 18 min

    Why video is harder than images, the DiT revolution for video, and how diffusion models learn temporal consistency. Covers V-DiT, AsymmDiT, and the mathematical foundations of video generation.

  • The Hidden Engine of AI — Datasets and Dataloaders

    Advanced MLOps & Production 35 min

    A deep dive into how datasets and dataloaders power modern AI—from the quiet pipeline that feeds models to the sophisticated tools that make training efficient. Understanding the hidden engine that keeps AI systems running.

  • 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.