FastAI.jl interfaces

Training

High-level

Quickly get started training and finetuning models using already implemented learning methods and callbacks.

• methodlearner
• fit!
• fitonecycle!
• finetune!
• evaluate
• learning methods
  • ImageClassification
  • ImageSegmentation
• callbacks

Mid-level

• Learner
• methodmodel
• adaptmodel
• methodlossfn
• Callback

Low-level

• LearningMethod
• LearningTask
• encode
• encodeinput
• decodey

Datasets

High-level

Quickly download and load task data containers from the fastai dataset library.

• Datasets.loadtaskdata
• Datasets.DATASETS

Mid-level

Load and transform data containers.

• Datasets.datasetpath
• Datasets.FileDataset
• Datasets.TableDataset
• mapobs
• groupobs
• joinobs
• groupobs

Low-level

Full control over data containers.

• getobs
• nobs