Deep Learning With PyTorch - Full Course

Deep Learning With PyTorch - Full Course

In this course you learn all the fundamentals to get started with PyTorch and Deep Learning.

In this course you learn all the fundamentals to get started with PyTorch and Deep Learning.

Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook

Code: https://github.com/python-engineer/pytorchTutorial

Timeline:

  • 00:00 - Intro
  • 01:42 - 1 Installation
  • 07:30 - 2 Tensor Basics
  • 26:02 - 3 Autograd
  • 42:00 - 4 Backpropagation
  • 55:18 - 5 Gradient Descent
  • 1:12:53 - 6 Training Pipeline
  • 1:27:14 - 7 Linear Regression
  • 1:39:30 - 8 Logistic Regression
  • 1:57:56 - 9 Dataset and Dataloader
  • 2:13:28 - 10 Dataset Transforms
  • 2:24:14 - 11 Softmax and Crossentropy
  • 2:42:36 - 12 Activation Functions
  • 2:52:40 - 13 Feed Forward Net
  • 3:14:18 - 14 CNN
  • 3:36:30 - 15 Transfer Learning
  • 3:51:30 - 16 Tensorboard
  • 4:17:14 - 17 Save & Load Models

pytorch python deep-learning machine-learning data-science

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