Code 4

Due by 11:59 PM on Thursday, June 11, 2020

In-class, deep-learning-with-r-notebooks

  • 5.1-introduction-to-convnets.Rmd - MNIST, CNN
  • 5.2-using-convnets-with-small-datasets.Rmd - cats_and_dogs classification, CNN
  • 5.3-using-a-pretrained-convnet.Rmd - cats_and_dogs, VGG16 pretrained CNN, second part needs GPU
  • 5.4-visualizing-what-convnets-learn.Rmd - CNV visualization, not working

Self-study, dl-keras-tf

  • Review and run dl-keras-tf/materials/04-computer-vision-CNNs/01-mnist-revisited.Rmd - CNN on MNIST dataset, plus small exercise
  • Review and run dl-keras-tf/materials/04-computer-vision-CNNs/02-cats-vs-dogs.Rmd - CNN on cats and dogs, parallels 5.2-using-convnets-with-small-datasets.Rmd
  • Review and run dl-keras-tf/materials/04-computer-vision-CNNs/03-transfer-learning.Rmd - transfer learning using VGG16 model, cats and dogs, run until GPU part, review how GPU part works

Last updated on June 11, 2020

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