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| .github/workflows | https://github.com/nbajpai-code/deeplearning/tree/master/.github/workflows |
| clean | https://github.com/nbajpai-code/deeplearning/tree/master/clean |
| clean | https://github.com/nbajpai-code/deeplearning/tree/master/clean |
| images | https://github.com/nbajpai-code/deeplearning/tree/master/images |
| images | https://github.com/nbajpai-code/deeplearning/tree/master/images |
| tools | https://github.com/nbajpai-code/deeplearning/tree/master/tools |
| tools | https://github.com/nbajpai-code/deeplearning/tree/master/tools |
| translations/cn | https://github.com/nbajpai-code/deeplearning/tree/master/translations/cn |
| translations/cn | https://github.com/nbajpai-code/deeplearning/tree/master/translations/cn |
| .gitignore | https://github.com/nbajpai-code/deeplearning/blob/master/.gitignore |
| .gitignore | https://github.com/nbajpai-code/deeplearning/blob/master/.gitignore |
| 01_intro.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/01_intro.ipynb |
| 01_intro.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/01_intro.ipynb |
| 02_production.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/02_production.ipynb |
| 02_production.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/02_production.ipynb |
| 03_ethics.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/03_ethics.ipynb |
| 03_ethics.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/03_ethics.ipynb |
| 04_mnist_basics.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/04_mnist_basics.ipynb |
| 04_mnist_basics.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/04_mnist_basics.ipynb |
| 05_pet_breeds.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/05_pet_breeds.ipynb |
| 05_pet_breeds.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/05_pet_breeds.ipynb |
| 06_multicat.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/06_multicat.ipynb |
| 06_multicat.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/06_multicat.ipynb |
| 07_sizing_and_tta.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/07_sizing_and_tta.ipynb |
| 07_sizing_and_tta.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/07_sizing_and_tta.ipynb |
| 08_collab.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/08_collab.ipynb |
| 08_collab.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/08_collab.ipynb |
| 09_tabular.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/09_tabular.ipynb |
| 09_tabular.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/09_tabular.ipynb |
| 10_nlp.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/10_nlp.ipynb |
| 10_nlp.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/10_nlp.ipynb |
| 11_midlevel_data.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/11_midlevel_data.ipynb |
| 11_midlevel_data.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/11_midlevel_data.ipynb |
| 12_nlp_dive.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/12_nlp_dive.ipynb |
| 12_nlp_dive.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/12_nlp_dive.ipynb |
| 13_convolutions.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/13_convolutions.ipynb |
| 13_convolutions.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/13_convolutions.ipynb |
| 14_resnet.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/14_resnet.ipynb |
| 14_resnet.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/14_resnet.ipynb |
| 15_arch_details.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/15_arch_details.ipynb |
| 15_arch_details.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/15_arch_details.ipynb |
| 16_accel_sgd.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/16_accel_sgd.ipynb |
| 16_accel_sgd.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/16_accel_sgd.ipynb |
| 17_foundations.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/17_foundations.ipynb |
| 17_foundations.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/17_foundations.ipynb |
| 18_CAM.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/18_CAM.ipynb |
| 18_CAM.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/18_CAM.ipynb |
| 19_learner.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/19_learner.ipynb |
| 19_learner.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/19_learner.ipynb |
| 20_conclusion.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/20_conclusion.ipynb |
| 20_conclusion.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/20_conclusion.ipynb |
| CODE_OF_CONDUCT.md | https://github.com/nbajpai-code/deeplearning/blob/master/CODE_OF_CONDUCT.md |
| CODE_OF_CONDUCT.md | https://github.com/nbajpai-code/deeplearning/blob/master/CODE_OF_CONDUCT.md |
| LICENSE | https://github.com/nbajpai-code/deeplearning/blob/master/LICENSE |
| LICENSE | https://github.com/nbajpai-code/deeplearning/blob/master/LICENSE |
| README.md | https://github.com/nbajpai-code/deeplearning/blob/master/README.md |
| README.md | https://github.com/nbajpai-code/deeplearning/blob/master/README.md |
| README_ar.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ar.md |
| README_ar.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ar.md |
| README_bn.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_bn.md |
| README_bn.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_bn.md |
| README_es.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_es.md |
| README_es.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_es.md |
| README_id.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_id.md |
| README_id.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_id.md |
| README_it.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_it.md |
| README_it.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_it.md |
| README_ja.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ja.md |
| README_ja.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ja.md |
| README_ko.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ko.md |
| README_ko.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_ko.md |
| README_pt.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_pt.md |
| README_pt.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_pt.md |
| README_tr.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_tr.md |
| README_tr.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_tr.md |
| README_vn.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_vn.md |
| README_vn.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_vn.md |
| README_zh.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_zh.md |
| README_zh.md | https://github.com/nbajpai-code/deeplearning/blob/master/README_zh.md |
| app_blog.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/app_blog.ipynb |
| app_blog.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/app_blog.ipynb |
| app_jupyter.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/app_jupyter.ipynb |
| app_jupyter.ipynb | https://github.com/nbajpai-code/deeplearning/blob/master/app_jupyter.ipynb |
| environment.yml | https://github.com/nbajpai-code/deeplearning/blob/master/environment.yml |
| environment.yml | https://github.com/nbajpai-code/deeplearning/blob/master/environment.yml |
| requirements.txt | https://github.com/nbajpai-code/deeplearning/blob/master/requirements.txt |
| requirements.txt | https://github.com/nbajpai-code/deeplearning/blob/master/requirements.txt |
| settings.ini | https://github.com/nbajpai-code/deeplearning/blob/master/settings.ini |
| settings.ini | https://github.com/nbajpai-code/deeplearning/blob/master/settings.ini |
| utils.py | https://github.com/nbajpai-code/deeplearning/blob/master/utils.py |
| utils.py | https://github.com/nbajpai-code/deeplearning/blob/master/utils.py |
| README | https://github.com/nbajpai-code/deeplearning |
| Code of conduct | https://github.com/nbajpai-code/deeplearning |
| License | https://github.com/nbajpai-code/deeplearning |
| English | https://github.com/nbajpai-code/deeplearning/blob/master/README.md |
| Spanish | https://github.com/nbajpai-code/deeplearning/blob/master/README_es.md |
| Korean | https://github.com/nbajpai-code/deeplearning/blob/master/README_ko.md |
| Chinese | https://github.com/nbajpai-code/deeplearning/blob/master/README_zh.md |
| Bengali | https://github.com/nbajpai-code/deeplearning/blob/master/README_bn.md |
| Indonesian | https://github.com/nbajpai-code/deeplearning/blob/master/README_id.md |
| Italian | https://github.com/nbajpai-code/deeplearning/blob/master/README_it.md |
| Portuguese | https://github.com/nbajpai-code/deeplearning/blob/master/README_pt.md |
| Vietnamese | https://github.com/nbajpai-code/deeplearning/blob/master/README_vn.md |
| Japanese | https://github.com/nbajpai-code/deeplearning/blob/master/README_ja.md |
| https://github.com/nbajpai-code/deeplearning#the-fastai-book |
| fastai | https://docs.fast.ai/ |
| PyTorch | https://pytorch.org/ |
| the fastai paper | https://www.mdpi.com/2078-2489/11/2/108 |
| read online here | https://fastai.github.io/fastbook2e/ |
| a MOOC | https://course.fast.ai |
| this book | https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527 |
| https://github.com/nbajpai-code/deeplearning#colab |
| Google Colab | https://research.google.com/colaboratory/ |
| Introduction to Jupyter | https://colab.research.google.com/github/fastai/fastbook/blob/master/app_jupyter.ipynb |
| Chapter 1, Intro | https://colab.research.google.com/github/fastai/fastbook/blob/master/01_intro.ipynb |
| Chapter 2, Production | https://colab.research.google.com/github/fastai/fastbook/blob/master/02_production.ipynb |
| Chapter 3, Ethics | https://colab.research.google.com/github/fastai/fastbook/blob/master/03_ethics.ipynb |
| Chapter 4, MNIST Basics | https://colab.research.google.com/github/fastai/fastbook/blob/master/04_mnist_basics.ipynb |
| Chapter 5, Pet Breeds | https://colab.research.google.com/github/fastai/fastbook/blob/master/05_pet_breeds.ipynb |
| Chapter 6, Multi-Category | https://colab.research.google.com/github/fastai/fastbook/blob/master/06_multicat.ipynb |
| Chapter 7, Sizing and TTA | https://colab.research.google.com/github/fastai/fastbook/blob/master/07_sizing_and_tta.ipynb |
| Chapter 8, Collab | https://colab.research.google.com/github/fastai/fastbook/blob/master/08_collab.ipynb |
| Chapter 9, Tabular | https://colab.research.google.com/github/fastai/fastbook/blob/master/09_tabular.ipynb |
| Chapter 10, NLP | https://colab.research.google.com/github/fastai/fastbook/blob/master/10_nlp.ipynb |
| Chapter 11, Mid-Level API | https://colab.research.google.com/github/fastai/fastbook/blob/master/11_midlevel_data.ipynb |
| Chapter 12, NLP Deep-Dive | https://colab.research.google.com/github/fastai/fastbook/blob/master/12_nlp_dive.ipynb |
| Chapter 13, Convolutions | https://colab.research.google.com/github/fastai/fastbook/blob/master/13_convolutions.ipynb |
| Chapter 14, Resnet | https://colab.research.google.com/github/fastai/fastbook/blob/master/14_resnet.ipynb |
| Chapter 15, Arch Details | https://colab.research.google.com/github/fastai/fastbook/blob/master/15_arch_details.ipynb |
| Chapter 16, Optimizers and Callbacks | https://colab.research.google.com/github/fastai/fastbook/blob/master/16_accel_sgd.ipynb |
| Chapter 17, Foundations | https://colab.research.google.com/github/fastai/fastbook/blob/master/17_foundations.ipynb |
| Chapter 18, GradCAM | https://colab.research.google.com/github/fastai/fastbook/blob/master/18_CAM.ipynb |
| Chapter 19, Learner | https://colab.research.google.com/github/fastai/fastbook/blob/master/19_learner.ipynb |
| Chapter 20, conclusion | https://colab.research.google.com/github/fastai/fastbook/blob/master/20_conclusion.ipynb |
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