Blog Post··13 min read
Why Your Norms Are Screaming at You
Activation norms, gradient norms, weight norms — what they tell you, why they explode or vanish, and every practical cause from hyperparameters to data bugs.
Activation norms, gradient norms, weight norms — what they tell you, why they explode or vanish, and every practical cause from hyperparameters to data bugs.
Activation norms, gradient norms, weight norms — what they tell you, why they explode or vanish, and every practical cause from hyperparameters to data bugs.
Most training failures leave signatures in the metrics before they fully manifest. Here's how to read loss curves, gradient norms, learning rate schedules, and activation statistics to diagnose what's going wrong.
Most training failures leave signatures in the metrics before they fully manifest. Here's how to read loss curves, gradient norms, learning rate schedules, and activation statistics to diagnose what's going wrong.