max tokens
├── .gitattributes
├── .gitignore
├── CODE-OF-CONDUCT.md
├── LICENSE
├── Makefile
├── README.md
├── azure-pipelines.yml
├── data
├── .gitignore
├── adult_sample.tgz
├── imdb_sample.tgz
├── mnist_sample.tgz
└── movie_lens_sample.tgz
├── dev
├── .gitignore
├── .root
├── 00_test.ipynb
├── 01_core_foundation.ipynb
├── 01a_core_utils.ipynb
├── 01b_core_dispatch.ipynb
├── 01c_core_transform.ipynb
├── 02_core_script.ipynb
├── 03_torchcore.ipynb
├── 03a_layers.ipynb
├── 04_data_load.ipynb
├── 05_data_core.ipynb
├── 06_data_transforms.ipynb
├── 07_data_block.ipynb
├── 08_vision_core.ipynb
├── 09_vision_augment.ipynb
├── 09a_vision_data.ipynb
├── 09b_vision_utils.ipynb
├── 10_pets_tutorial.ipynb
├── 11_vision_models_xresnet.ipynb
├── 12_optimizer.ipynb
├── 13_learner.ipynb
├── 13a_metrics.ipynb
├── 14_callback_schedule.ipynb
├── 14a_callback_data.ipynb
├── 15_callback_hook.ipynb
├── 15a_vision_models_unet.ipynb
├── 16_callback_progress.ipynb
├── 17_callback_tracker.ipynb
├── 18_callback_fp16.ipynb
├── 19_callback_mixup.ipynb
├── 20_interpret.ipynb
├── 20a_distributed.ipynb
├── 21_vision_learner.ipynb
├── 22_tutorial_imagenette.ipynb
├── 23_tutorial_transfer_learning.ipynb
├── 30_text_core.ipynb
├── 31_text_data.ipynb
├── 32_text_models_awdlstm.ipynb
├── 33_text_models_core.ipynb
├── 34_callback_rnn.ipynb
├── 35_tutorial_wikitext.ipynb
├── 36_text_models_qrnn.ipynb
├── 37_text_learner.ipynb
├── 38_tutorial_ulmfit.ipynb
├── 40_tabular_core.ipynb
├── 41_tabular_model.ipynb
├── 50_data_block_examples.ipynb
├── 60_medical_imaging.ipynb
├── 65_medical_text.ipynb
├── 70_callback_wandb.ipynb
├── 71_callback_tensorboard.ipynb
├── 90_xse_resnext.ipynb
├── 95_index.ipynb
├── 96_data_external.ipynb
├── 97_utils_test.ipynb
├── _09a_rect_augment.ipynb
├── _40_tabular_core_old.ipynb
├── _42_tabular_rapids.ipynb
├── _minimal_show.ipynb
├── _notebook2jekyll.ipynb
├── _whl2conda.ipynb
├── config.yml
├── course
│ ├── lesson1-pets.ipynb
│ ├── lesson2-download.ipynb
│ ├── lesson2-sgd.ipynb
│ ├── lesson3-camvid.ipynb
│ ├── lesson3-head-pose.ipynb
│ ├── lesson3-imdb.ipynb
│ └── lesson3-planet.ipynb
├── examples
│ ├── camvid.ipynb
│ ├── train_imagenette.py
│ └── ulmfit.ipynb
├── fastai2
│ ├── __init__.py
│ ├── _nbdev.py
│ ├── basics.py
│ ├── callback
│ │ ├── __init__.py
│ │ ├── all.py
│ │ ├── data.py
│ │ ├── fp16.py
│ │ ├── hook.py
│ │ ├── mixup.py
│ │ ├── progress.py
│ │ ├── rnn.py
│ │ ├── schedule.py
│ │ ├── tensorboard.py
│ │ ├── tracker.py
│ │ └── wandb.py
│ ├── core
│ │ ├── __init__.py
│ │ ├── all.py
│ │ ├── dispatch.py
│ │ ├── foundation.py
│ │ ├── imports.py
│ │ ├── script.py
│ │ ├── transform.py
│ │ └── utils.py
│ ├── distributed.py
│ ├── fp16_utils.py
│ ├── interpret.py
│ ├── launch.py
│ ├── layers.py
│ ├── learner.py
│ ├── medical
│ │ ├── __init__.py
│ │ ├── imaging.py
│ │ └── text.py
│ ├── metrics.py
│ ├── notebook
│ │ ├── __init__.py
│ │ ├── autogen.tpl
│ │ ├── core.py
│ │ ├── export.py
│ │ ├── export2html.py
│ │ ├── hide.tpl
│ │ ├── index.txt
│ │ ├── index_pytorch.txt
│ │ ├── jekyll-md.tpl
│ │ ├── jekyll.tpl
│ │ ├── showdoc.py
│ │ └── test.py
│ ├── optimizer.py
│ ├── tabular
│ │ ├── __init__.py
│ │ ├── core.py
│ │ ├── model.py
│ │ └── rapids.py
│ ├── test.py
│ ├── test_utils.py
│ ├── text
│ │ ├── __init__.py
│ │ ├── all.py
│ │ ├── core.py
│ │ ├── data.py
│ │ ├── learner.py
│ │ └── models
│ │ │ ├── __init__.py
│ │ │ ├── awdlstm.py
│ │ │ ├── bwd_forget_mult_cuda.cpp
│ │ │ ├── bwd_forget_mult_cuda_kernel.cu
│ │ │ ├── core.py
│ │ │ ├── forget_mult_cuda.cpp
│ │ │ ├── forget_mult_cuda_kernel.cu
│ │ │ └── qrnn.py
│ ├── torch_basics.py
│ ├── torch_core.py
│ ├── torch_imports.py
│ ├── version.py
│ └── vision
│ │ ├── __init__.py
│ │ ├── all.py
│ │ ├── augment.py
│ │ ├── core.py
│ │ ├── data.py
│ │ ├── learner.py
│ │ ├── models
│ │ ├── __init__.py
│ │ ├── all.py
│ │ ├── unet.py
│ │ ├── xresnet.py
│ │ └── xsenet.py
│ │ └── utils.py
├── files
│ ├── .gitignore
│ └── test.txt.bz2
├── images
│ ├── Mixed_precision.jpeg
│ ├── half.png
│ ├── half_representation.png
│ ├── mnist3.png
│ ├── pixelshuffle.png
│ ├── puppy.jpg
│ └── sample.dcm
├── posts
│ ├── .gitignore
│ └── 2019-08-06-delegation.ipynb
├── tools
│ ├── build_docs
│ ├── diff_nb_script
│ ├── fastai2
│ ├── notebook2script
│ ├── script2notebook
│ ├── sidebar_data.py
│ └── test_nbs
└── train_wt2.py
├── dev_nb
├── .gitattributes
├── .gitignore
├── 001a_nn_basics.ipynb
├── 001b_fit.ipynb
├── 002_images.ipynb
├── 002b_augment_training.ipynb
├── 002c_warp.ipynb
├── 003_rect_square_crop.ipynb
├── 004_callbacks.ipynb
├── 004a_discriminative_lr.ipynb
├── 004b_mixed_precision.ipynb
├── 005_dogs_cats.ipynb
├── 005a_interpretation.ipynb
├── 005b_planet.ipynb
├── 006_carvana.ipynb
├── 006a_unet.ipynb
├── 006b_pascal.ipynb
├── 006c_camvid.ipynb
├── 007_wikitext_2.ipynb
├── 007a_imdb_preparation.ipynb
├── 007b_imdb_classifier.ipynb
├── 008_movie_lens.ipynb
├── 009_rossmann.ipynb
├── 099_tfm_coords.ipynb
├── 100_add_metrics.ipynb
├── 101_devise.ipynb
├── 102a_coco.ipynb
├── 103_wgan.ipynb
├── 103_wganF.ipynb
├── 104_data_block_API.ipynb
├── 104a_camvid.ipynb
├── 104b_pets_planets.ipynb
├── 104c_single_image_pred.ipynb
├── 104d_show_batch.ipynb
├── 105_refactor_text_data.ipynb
├── 106_cyclegan.ipynb
├── 110_transformer_pretrained.ipynb
├── 200_datablock_config.ipynb
├── 200_datablock_config_jh.ipynb
├── 201_batch_transform.ipynb
├── 202_tokenizing.ipynb
├── 202a_tokenize_benchmark.ipynb
├── BugAD.ipynb
├── Loss_func2Activ.ipynb
├── autoreload
│ ├── any-module-fail.ipynb
│ └── fastai-fail.ipynb
├── discriminator-digit.ipynb
├── discriminator-exp.ipynb
├── discriminator.ipynb
├── discriminator1.ipynb
├── dogscats.py
├── enhance-wsdr.ipynb
├── enhance.ipynb
├── exp
├── experiments
│ ├── .gitattributes
│ ├── Caltech101bug.ipynb
│ ├── README.md
│ ├── build_imgnet_local_small.ipynb
│ ├── caltech101.ipynb
│ ├── check_classifier.ipynb
│ ├── cifar10_comparison_pipelines.ipynb
│ ├── cifar_check.ipynb
│ ├── comp_gs_numpy_torch.ipynb
│ ├── dogs_cats.ipynb
│ ├── imdb_classification.ipynb
│ ├── keras_lesson1.ipynb
│ ├── lm_checks.ipynb
│ ├── pipelines_speed_comp.ipynb
│ ├── random_resize_crop.ipynb
│ ├── rossmann.ipynb
│ ├── tfm_refactor.ipynb
│ └── wikitext103-qrnn.ipynb
├── forget_mult.py
├── get_all.ipynb
├── imagenette.ipynb
├── imgs
│ ├── clusters.png
│ └── devise_arch.png
├── lesson7-wgan.ipynb
├── mem_leaks
│ ├── .gitattributes
│ ├── OOM_on_fit_recover.ipynb
│ ├── locals_leak_on_exc.ipynb
│ ├── vision_basic_train.ipynb
│ └── vision_basic_train_peak.ipynb
├── mnist_sample.ipynb
├── mnist_sample.py
├── models.py
├── nb_001a.py
├── nb_001b.py
├── nb_002.py
├── nb_002b.py
├── nb_002c.py
├── nb_003.py
├── nb_004.py
├── nb_004a.py
├── nb_004b.py
├── nb_005.py
├── nb_005a.py
├── nb_005b.py
├── nb_006.py
├── nb_006a.py
├── nb_006b.py
├── nb_007.py
├── nb_007a.py
├── nb_007b.py
├── nb_008.py
├── nb_009.py
├── nb_102a.py
├── nb_104.py
├── nb_104a.py
├── nb_104b.py
├── nb_200.py
├── new_callbacks.ipynb
├── notebook2script.py
├── qrnn.py
├── snapshot
│ ├── .gitattributes
│ ├── 001a_nn_basics.ipynb
│ ├── 002_images.ipynb
│ ├── 005_dogs_cats.ipynb
│ ├── 006_carvana.ipynb
│ ├── 006c_camvid.ipynb
│ ├── 007b_imdb_classifier.ipynb
│ ├── README.md
│ ├── cifar_check.ipynb
│ ├── mnist_sample.ipynb
│ └── stl-10.ipynb
├── stl-10.ipynb
├── translation_pretrained.ipynb
├── wikitext_103.ipynb
├── x_003a_rect_images.ipynb
├── x_003b_rect_training.ipynb
├── x_003c_random_resized_crop.ipynb
├── x_004b_implement_fast_progress.ipynb
├── x_006d_imgnet.ipynb
└── x_alternative_progress_bar.ipynb
├── docs
├── .gitignore
├── Gemfile
├── Gemfile.lock
├── _config.yml
├── _data
│ ├── alerts.yml
│ ├── definitions.yml
│ ├── glossary.yml
│ ├── sidebars
│ │ └── home_sidebar.yml
│ ├── tags.yml
│ ├── terms.yml
│ └── topnav.yml
├── _includes
│ ├── archive.html
│ ├── callout.html
│ ├── footer.html
│ ├── google_analytics.html
│ ├── head.html
│ ├── head_print.html
│ ├── image.html
│ ├── important.html
│ ├── initialize_shuffle.html
│ ├── inline_image.html
│ ├── links.html
│ ├── note.html
│ ├── search_google_custom.html
│ ├── search_simple_jekyll.html
│ ├── sidebar.html
│ ├── tip.html
│ ├── toc.html
│ ├── topnav.html
│ └── warning.html
├── _layouts
│ ├── default.html
│ ├── default_print.html
│ ├── none.html
│ ├── page.html
│ └── page_print.html
├── augmentation.html
├── callback.data.html
├── callback.fp16.html
├── callback.hook.html
├── callback.mixup.html
├── callback.progress.html
├── callback.rnn.html
├── callback.schedule.html
├── callback.tensorboard.html
├── callback.tracker.html
├── callback.wandb.html
├── core.dispatch.html
├── core.foundation.html
├── core.script.html
├── core.transform.html
├── core.utils.html
├── css
│ ├── bootstrap.min.css
│ ├── boxshadowproperties.css
│ ├── customstyles.css
│ ├── font-awesome.min.css
│ ├── fonts
│ │ ├── FontAwesome.otf
│ │ ├── fontawesome-webfont.eot
│ │ ├── fontawesome-webfont.svg
│ │ ├── fontawesome-webfont.ttf
│ │ ├── fontawesome-webfont.woff
│ │ └── fontawesome-webfont.woff2
│ ├── modern-business.css
│ ├── printstyles.css
│ ├── syntax.css
│ ├── theme-blue.css
│ └── theme-green.css
├── data.block.examples.html
├── data.block.html
├── data.core.html
├── data.external.html
├── data.load.html
├── data.transforms.html
├── distributed.html
├── feed.xml
├── fonts
│ ├── FontAwesome.otf
│ ├── fontawesome-webfont.eot
│ ├── fontawesome-webfont.svg
│ ├── fontawesome-webfont.ttf
│ ├── fontawesome-webfont.woff
│ ├── glyphicons-halflings-regular.eot
│ ├── glyphicons-halflings-regular.svg
│ ├── glyphicons-halflings-regular.ttf
│ ├── glyphicons-halflings-regular.woff
│ └── glyphicons-halflings-regular.woff2
├── images
│ ├── company_logo.png
│ ├── company_logo_big.png
│ ├── favicon.ico
│ ├── half.png
│ ├── pixelshuffle.png
│ └── workflowarrow.png
├── index.html
├── interpret.html
├── js
│ ├── customscripts.js
│ ├── jekyll-search.js
│ ├── jquery.ba-throttle-debounce.min.js
│ ├── jquery.navgoco.min.js
│ ├── jquery.shuffle.min.js
│ └── toc.js
├── layers.html
├── learner.html
├── licenses
│ ├── LICENSE
│ └── LICENSE-BSD-NAVGOCO.txt
├── medical.imaging.html
├── medical.text.html
├── metrics.html
├── notebook.core.html
├── notebook.export.html
├── notebook.export2html.html
├── notebook.showdoc.html
├── notebook.test.html
├── optimizer.html
├── pets.tutorial.html
├── rect.augment.html
├── search.json
├── sitemap.xml
├── synth.learner.html
├── tabular.core.html
├── tabular.model.html
├── tabular.rapids.html
├── test.html
├── text.core.html
├── text.data.html
├── text.learner.html
├── text.models.awdlstm.html
├── text.models.core.html
├── text.models.qrnn.html
├── tooltips.json
├── torchcore.html
├── tutorial.imagenette.html
├── tutorial.transfer.learning.html
├── tutorial.ulmfit.html
├── tutorial.wikitext.html
├── utils.test.html
├── vision.augment.html
├── vision.core.html
├── vision.data.html
├── vision.learner.html
├── vision.models.unet.html
├── vision.models.xresnet.html
├── vision.utils.html
└── xse.resnext.html
├── environment.yml
├── fastai2
├── setup.py
├── swift
├── .gitignore
├── 00_load_data.ipynb
├── 00a_intro_and_float.ipynb
├── 01_matmul.ipynb
├── 01a_fastai_layers.ipynb
├── 02_fully_connected.ipynb
├── 02a_why_sqrt5.ipynb
├── 02b_initializing.ipynb
├── 02c_autodiff.ipynb
├── 03_minibatch_training.ipynb
├── 04_callbacks.ipynb
├── 05_anneal.ipynb
├── 05b_early_stopping.ipynb
├── 06_cuda.ipynb
├── 07_batchnorm.ipynb
├── 07b_batchnorm_lesson.ipynb
├── 08_data_block.ipynb
├── 08a_heterogeneous_dictionary.ipynb
├── 08b_data_block_opencv.ipynb
├── 08c_data_block-lightlyfunctional.ipynb
├── 08c_data_block_generic.ipynb
├── 09_optimizer.ipynb
├── 10_mixup_ls.ipynb
├── 11_imagenette.ipynb
├── FastaiNotebook_00_load_data
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_00_load_data
│ │ └── 00_load_data.swift
├── FastaiNotebook_01_matmul
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_01_matmul
│ │ ├── 00_load_data.swift
│ │ └── 01_matmul.swift
├── FastaiNotebook_01a_fastai_layers
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_01a_fastai_layers
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ └── 01a_fastai_layers.swift
├── FastaiNotebook_02_fully_connected
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_02_fully_connected
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ └── 02_fully_connected.swift
├── FastaiNotebook_02a_why_sqrt5
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_02a_why_sqrt5
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ └── 02a_why_sqrt5.swift
├── FastaiNotebook_03_minibatch_training
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_03_minibatch_training
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ └── 03_minibatch_training.swift
├── FastaiNotebook_04_callbacks
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_04_callbacks
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ └── 04_callbacks.swift
├── FastaiNotebook_05_anneal
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_05_anneal
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ └── 05_anneal.swift
├── FastaiNotebook_05b_early_stopping
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_05b_early_stopping
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ └── 05b_early_stopping.swift
├── FastaiNotebook_06_cuda
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_06_cuda
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ └── 06_cuda.swift
├── FastaiNotebook_07_batchnorm
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_07_batchnorm
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ └── 07_batchnorm.swift
├── FastaiNotebook_08_data_block
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_08_data_block
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ └── 08_data_block.swift
├── FastaiNotebook_08a_heterogeneous_dictionary
│ ├── Package.resolved
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_08a_heterogeneous_dictionary
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ ├── 08_data_block.swift
│ │ └── 08a_heterogeneous_dictionary.swift
├── FastaiNotebook_08c_data_block_generic
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_08c_data_block_generic
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ └── 08c_data_block_generic.swift
├── FastaiNotebook_09_optimizer
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_09_optimizer
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ ├── 08_data_block.swift
│ │ ├── 08a_heterogeneous_dictionary.swift
│ │ └── 09_optimizer.swift
├── FastaiNotebook_10_mixup_ls
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_10_mixup_ls
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ ├── 08_data_block.swift
│ │ ├── 08a_heterogeneous_dictionary.swift
│ │ ├── 09_optimizer.swift
│ │ └── 10_mixup_ls.swift
├── FastaiNotebook_11_imagenette
│ ├── Package.swift
│ └── Sources
│ │ └── FastaiNotebook_11_imagenette
│ │ ├── 00_load_data.swift
│ │ ├── 01_matmul.swift
│ │ ├── 01a_fastai_layers.swift
│ │ ├── 02_fully_connected.swift
│ │ ├── 02a_why_sqrt5.swift
│ │ ├── 03_minibatch_training.swift
│ │ ├── 04_callbacks.swift
│ │ ├── 05_anneal.swift
│ │ ├── 05b_early_stopping.swift
│ │ ├── 06_cuda.swift
│ │ ├── 07_batchnorm.swift
│ │ ├── 08_data_block.swift
│ │ ├── 08a_heterogeneous_dictionary.swift
│ │ ├── 09_optimizer.swift
│ │ ├── 10_mixup_ls.swift
│ │ └── 11_imagenette.swift
├── Imagenette
│ ├── .gitignore
│ ├── Package.resolved
│ ├── Package.swift
│ ├── README.md
│ └── Sources
│ │ └── imagenette
│ │ └── main.swift
├── MemoryUsage.ipynb
├── MinimalDsBug.ipynb
├── SwiftCV
│ ├── .gitignore
│ ├── Extra
│ │ └── Tests.ipynb
│ ├── Package.resolved
│ ├── Package.swift
│ ├── README.md
│ ├── Sources
│ │ ├── COpenCV
│ │ │ ├── core.cpp
│ │ │ ├── imgcodecs.cpp
│ │ │ ├── imgproc.cpp
│ │ │ ├── include
│ │ │ │ ├── core.h
│ │ │ │ ├── imgcodecs.h
│ │ │ │ ├── imgproc.h
│ │ │ │ └── version.h
│ │ │ └── version.cpp
│ │ ├── SwiftCV
│ │ │ ├── ConcurrentMap.swift
│ │ │ ├── Enums.swift
│ │ │ ├── SwiftCV.swift
│ │ │ └── TensorFlowConversion.swift
│ │ ├── dataload
│ │ │ └── main.swift
│ │ └── opencv4
│ │ │ └── module.modulemap
│ ├── Tests
│ │ ├── LinuxMain.swift
│ │ └── SwiftCVTests
│ │ │ ├── SwiftCVTests.swift
│ │ │ ├── TensorFlowConversionTests.swift
│ │ │ ├── XCTestManifests.swift
│ │ │ └── fixtures
│ │ │ ├── blur.jpg
│ │ │ ├── border.jpg
│ │ │ ├── grey.jpg
│ │ │ ├── resize.jpg
│ │ │ ├── test.png
│ │ │ └── zoom.jpg
│ └── install
│ │ ├── OpenCVFindOpenBLAS.cmake
│ │ └── install_cv4.sh
├── SwiftSox
│ ├── .gitignore
│ ├── Package.swift
│ ├── README.md
│ ├── Sources
│ │ ├── SwiftSox
│ │ │ └── SwiftSox.swift
│ │ └── sox
│ │ │ ├── module.modulemap
│ │ │ └── soxu.h
│ ├── Tests
│ │ ├── LinuxMain.swift
│ │ └── SwiftSoxTests
│ │ │ ├── SwiftSoxTests.swift
│ │ │ └── XCTestManifests.swift
│ ├── install.sh
│ └── sounds
│ │ ├── beep-01a.mp3
│ │ └── chris.mp3
├── SwiftVips
│ ├── .gitignore
│ ├── Package.resolved
│ ├── Package.swift
│ ├── README.md
│ ├── Sources
│ │ ├── CSwiftVips
│ │ │ ├── core.c
│ │ │ └── include
│ │ │ │ └── core.h
│ │ ├── SwiftVips
│ │ │ ├── ConcurrentMap.swift
│ │ │ └── SwiftVips.swift
│ │ ├── dataload
│ │ │ └── main.swift
│ │ └── vips
│ │ │ ├── module.modulemap
│ │ │ └── shim.h
│ └── install.sh
├── audio.ipynb
├── c_interop_examples.ipynb
├── datablock
│ ├── .gitignore
│ ├── Package.resolved
│ ├── Package.swift
│ ├── README.md
│ └── Sources
│ │ └── datablock
│ │ └── main.swift
├── grid_sample.ipynb
├── minimal
├── minimal.swift
└── opencv_integration_example.ipynb
└── tools
├── fastai-nbstripout
├── read-nbs
├── run-after-git-clone
├── take-snapshot
├── trust-doc-nbs
├── trust-doc-nbs-install-hook
└── trust-origin-git-config
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3 | A description of this package.
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