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L01-README.md

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Tips & tricks

  • Use doc to browse examples and jump to implementation.
  • ImageDataBunch can load multiple data-label formats.
  • fast.ai documentation are jupyter notebooks.

Anki

  • What is a DataBunch? <<>> Base class forvarious kinds data sets.
  • What does DataBunch encapsulate? <<>> Tr/V/T data and their labels.
  • What are the subclasses of DataBunch? <<>> Images, text, tables...
  • What does data normalization do? <<>> Converts data to have same mean and std. dev.
  • What is a Learner? <<>> Base class for things that can learn to fit a model.
  • What are the documentation modes? <<>> ?sym, ??sym, doc(sym)
  • Who are the authors of paper visualizing layers of a DNN? <<>> Zeiler & Fergus
  • What are the ways to analyze results? <<>> top_losses, confusion_matrix, most_confused

Katas

  • L01-Kata-Classification

References