Deep Learning & Neural Networks

CNNs, RNNs and Transformers from the ground up

By Demo InstructorADVANCED

Understand the architectures powering modern AI. Implement CNNs for vision, RNNs for sequences, and Transformers for language.

What you'll learn

  • Implement CNNs, RNNs and Transformers
  • Understand backpropagation deeply
  • Train models on GPUs efficiently
  • Read and reproduce AI research papers

Curriculum · 5 lessons

Neural Network Internals · 2 lessons
  • Backpropagation, by handPreview
  • Optimisers: SGD, Adam & friends
Architectures · 3 lessons
  • Convolutional networks for vision
  • Recurrent networks & LSTMs
  • The Transformer & attention

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