Lesson 3 Video Timeline

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  • 0:10 - How to use the provided notebooks
  • 8:48 - Video of CNN visualization
  • 13:11 - CNN review
  • 26:34 - VGG review
  • 30:13 - Max Pooling review
  • 32:12 - CNNs Q&A
  • 42:32 - Softmax Function
  • 49:40 - SGD review
  • 53:10 - More CNNs Q&A
  • 59:12 - Finetuning Review
  • 1:12:52 - Underfitting and Overfitting
  • 1:28:42 - Approaches to reducing overfitting
  • 1:31:17 - Data Augmentation
  • 1:39:55 - Batch Normalization
  • 1:48:50 - End-to-End Model Building Process for MNIST
  • 1:57:17 - Ensembling