Table of Contents

1 Improving on fastai documents

Improving on fastai documents

See official docs in jupyter notebook

This work started on my forum page Here, and carried out on here on this repo page.

Search and view all my contributions with ReviewNB, through those commit reviewnb pages you can raise questions on specific lines of my contrib, and I will respond as soon as I can.

Many thanks to @sgugger and @stas00 for great help and kind support!

The big picture

fastai module structures reviewnb
how to use import * more sensibly reviewnb

dataset module

how does untar_data behave reviewnb
what does untar_data in a single line reviewnb

data_block module

official docs on data_block module
how to get_files extract files from folders reviewnb
code examples on get_files reviewnb
code examples on basic properites and add method of ItemList reviewnb
how ItemList.get and ImageList.get differ reviewnb
how to create a new ItemList with ItemList.new reviewnb
how to open an image with ImageList.open reviewnb
how the outputs of il and il[2] are generated with ImageList.__getitem__ and ImageList.get reviewnb
how convert_mode works with ImageList.open reviewnb
how cmap works with ImageList.show reviewnb
how do split_by_folder, split_by_idxs, split_by_list work reviewnb
how to create an ItemLists reviewnb
how does ItemList.label_from_folder work with LabelLists reviewnb
how does ItemList._label_from_list work reviewnb
how does ItemLists, split_none and label_from_folder work together reviewnb
how does ItemList.label_from_func work reviewnb
how does ItemList.get_label_cls work reviewnb
what should a in index_row be? reviewnb
how to create a label list with CategoryList reviewnb
how to print out labels with CategoryList.get reviewnb
how to create a list of labels with LabelList reviewnb
what does LabelList.process do exactly reviewnb
how to get processors for dataset with LabelLists.get_processors reviewnb

basic_train module

how does freeze work and what is 'layer_group' reviewnb
how does freeze_to work and how it constructs freeze and unfreeze reviewnb

vision.data module

how ImageList prints out itself reviewnb