Code 1

Due by 11:59 PM on Monday, January 27, 2025

Self-study

Neural network introduction, main ingredients, activation function, gradient descent, learning rate, ReLU, train-test-validation, prediction

  • Follow installation instructions in installation_code.R. Note we are installing the keras3 package.
  • Download 01-main-ingredients_code.Rmd. Modified from dl-keras-tf.
  • Download 01-main-ingredients_images.zip. Extract the images folder in the same directory as the 01-main-ingredients_code.Rmd file.
  • Read and run the code in the 01-main-ingredients_code.Rmd file. Consult ChatGPT in case of errors.
  • Answer questions in the code chunks currently set to eval=FALSE.
  • Knit the document into an HTML format and submit the knitted document.