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Deep learning · Advanced · 6 h

Training that generalises

Convolutions, validation splits, early stopping, dropout and weight decay.

Why employers care: Most real deep learning work is fighting overfitting and instability. Mid-level ML roles expect you to diagnose training curves.

In the roadmaps for: Data Scientist, AI/ML Engineer

Lessons, in order

  1. Convolutions, validation and early stoppingA small CNN that reaches about 98% on handwritten digits, with a validation set, dropout, weight decay and early stopping.3 min