Code 3

Due by 11:59 PM on Wednesday, June 10, 2020

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

  • 4.4-overfitting-and-underfitting.Rmd - IMDB, comparins smaller and bigger network performance
  • 6.1-one-hot-encoding-of-words-or-characters.Rmd - One-hot-encoding toy example
  • 6.1-using-word-embeddings.Rmd - embedding, IMDB, using pretrained Glove model

Self-study, dl-keras-tf

  • Review and run dl-keras-tf/materials/06-word-embeddings/01-word-embeddings.Rmd and 02-pretrained-word-embeddings.Rmd, parallels 6.1-using-word-embeddings.Rmd
  • Review and run dl-keras-tf/materials/03-recipe/01-starter-recipe.Rmd - MNIST example, data preparation, optimizer selection, callbacks, parameter grid search, L2 regularization, dropout, confusion matrix

Last updated on June 10, 2020

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