├── .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 │ ├── 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