FasterAI

[lorenzoh]

Implements the ideas in #148.

See also https://lorenzoh.github.io/posts/fasterai.jl.html for more specific notes.

To-Dos:

• data

  • DatasetRecipe
  • DatasetRegistry
  • default fastai dataset registry
  • implement dataset recipes
    • image single-label classification folders
    • image multi-label classification from csv
    • image segmentation folders
    • image keypoint regression folders

• learning methods

  • LearningMethodRegistry
  • default learning method registry
  • implement learning method wrappers for computer vision tasks
    • ImageClassificationSingle
    • ImageClassificationMulti
    • ImageKeypointRegression
    • ImageSegmentation

• documentation (will be done after the features are merged)

  • use new interfaces in high-level tutorials
  • move lower-level tutorials to intermediate