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Gopi Krishna Tummala

Tag: deep-learning

All the articles with the tag "deep-learning".

  • Intermediate Fundamentals
    25 MIN READ

    Backpropagation — The Math Behind Learning

    A complete derivation of backpropagation for MLPs — from chain rule intuition to delta propagation, with a worked numerical example showing exactly how errors flow backward through a network.

  • Advanced GenAI Systems
    40 MIN READ

    Image Diffusion Models: From U-Net to DiT

    The evolution of image diffusion architectures. Learn how we moved from convolutional U-Nets to scalable Diffusion Transformers (DiT), and why treating images like language changed everything.

  • 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 GenAI Systems
    40 MIN READ

    Video Diffusion: The Fourth Dimension

    The fundamentals of video diffusion models. Learn how we extend 2D diffusion to time, the mechanics of temporal attention, and the architectural shifts required for motion consistency.