FasterAI

[lorenzoh]

Implements the ideas in #148.

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

To-Dos:

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

• learning methods

  • [x] LearningMethodRegistry

  • [x] default learning method registry

  • implement learning method wrappers for computer vision tasks

  • [x] ImageClassificationSingle

  • [x] ImageClassificationMulti

  • [x] ImageKeypointRegression

  • [x] ImageSegmentation

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

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