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Deep Learning Academy · Lesson

Mode Collapse & Stabilizing Tricks

Diagnose and fix unstable GAN training.

GANs Are Hard to Train

GANs are powerful but notoriously fragile. Two networks chasing each other can swing, stall, or collapse. Knowing the failure modes saves you hours. 🧯

What Is Mode Collapse

Mode collapse happens when the generator produces only a few outputs that reliably fool the judge, ignoring the full variety of the real data.

All lessons in this course

  1. Generator vs Discriminator: The Game
  2. The Adversarial Loss
  3. Build a DCGAN
  4. Mode Collapse & Stabilizing Tricks
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