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Deep Learning Academy · Lesson

Save & Load with state_dict

Checkpoint weights to resume later.

Why Checkpoints Matter

Training can take hours, and crashes happen. Saving your progress as a checkpoint lets you stop, resume, or ship the model without retraining from zero.

What a state_dict Holds

A model's state_dict is a plain dictionary mapping each layer name to its learned tensors. It is everything the model knows, packed for storage.

model.state_dict()

All lessons in this course

  1. Split Train, Validation & Test
  2. An Epoch Loop with Validation
  3. Save & Load with state_dict
  4. Early Stopping on Val Loss
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