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Deep Learning with PyTorch

Neural networks from tensors to transformers

4.7(1,840 ratings)14,660 learners· 1h 5m
ARCreated by Amir Rahman· Updated Oct 2026

What you'll learn

  • Train neural networks in PyTorch
  • Build CNNs and transformers
  • Train on GPUs efficiently

Learn deep learning by building: image classifiers, sequence models and a small transformer, all in PyTorch.

Course content

2 sections · 5 lessons · 1h 5m total length

1 · Tensors2 lessons · 22m
  • 1.2 Autograd11:40
2 · Networks3 lessons · 44m
  • 2.1 Training loops13:20
  • 2.2 CNNs14:45
  • 2.3 Transformers15:30

Instructor

AR
Amir Rahman

Machine learning engineer, LLM apps · 50,910 students · 4 courses

Amir builds AI products for a living and teaches the parts that matter in production: data, evaluation and cost.

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