├── .gitignore ├── .nb_tools ├── .error-causing-notebooks ├── make_public_nb.py ├── render-notebook.sh ├── render-notebooks.sh └── reset-notebooks.sh ├── README.md ├── environment.yml ├── lab-0-python-intro ├── .gitignore ├── 0-contents.ipynb ├── 1-installation.ipynb ├── 2-jupyter.ipynb ├── 3-the-python-language.ipynb ├── 4-the-standard-library.ipynb ├── 5-tooling-ides-and-editors.ipynb ├── 6-scientific-python-libraries.ipynb ├── argparse_example.py ├── doctest_example.py ├── logging_example.py └── media │ ├── .directory │ ├── bpython.png │ ├── cat.jpg │ ├── ipython.png │ ├── jupyter-lab-sidebar.png │ ├── jupyter-notebook.png │ ├── ptpython.png │ ├── pycharm.png │ ├── rodeo.png │ └── spyder.png ├── lab-1-dnns ├── README.md ├── computation-graph.dot ├── computation-graph.png ├── lab-1-dnns.ipynb └── media │ ├── bc4-setup │ ├── 1-putty-gen.png │ ├── 10-putty-settings-1.png │ ├── 10-putty-settings-2.png │ ├── 10-putty-settings-3.png │ ├── 10-putty-settings-4.png │ ├── 11-ssh.png │ ├── 12-pscp-test.png │ ├── 12-putty-saved-settings.png │ ├── 13-pscp-test-server.png │ ├── 14-taskbar.png │ ├── 2-putty-gen.png │ ├── 3-putty-gen.png │ ├── 4-putty.png │ ├── 5-putty-warning.png │ ├── 6-putty-connection.png │ ├── 7-authorized-keys.png │ ├── 8-authorized-key.png │ ├── 9-authorized-key.png │ ├── Capture.png │ ├── pageant-icon.png │ ├── putty-forwarding-1.png │ ├── putty-forwarding-2.png │ ├── putty-forwarding-3.png │ ├── putty-forwarding-4.png │ ├── putty-forwarding-5.png │ ├── startup-folder.png │ └── startup.png │ ├── colaboratory-notebook.png │ ├── colaboratory.png │ ├── putty-video-still.png │ └── tensorboard-landing-page.png ├── lab-2-cnns ├── .gitignore ├── lab-2-cnns.ipynb ├── lab2-code │ └── train_cifar.py └── media │ ├── cifar10.png │ ├── cnn-ex-1.png │ ├── cnn-ex-2.png │ ├── cnn-ex-3.png │ ├── cnn-ex-4.png │ ├── cnn-ex-5.png │ ├── cnn-ex-6.png │ ├── cnn-ex-7.png │ ├── cnn-ex-8.png │ ├── cnnFig_2019.svg │ ├── colaboratory-notebook.png │ ├── colaboratory.png │ ├── expected-accuracy.png │ ├── expected-loss.png │ ├── putty-video-still.png │ ├── tensorboard-landing-page.png │ └── tensorboard-settings.png ├── lab-3-training ├── code │ └── batch_norm_ref.py ├── lab-3-training.ipynb └── media │ ├── accuracy-bn-vs-non-bn.png │ ├── accuracy-curve-bs=128-lr=1e-1.png │ ├── accuracy-curve-lr=1e-1.png │ ├── accuracy-momentum-vs-no-momentum.png │ ├── accuracy-stepLR.png │ ├── loss-bn-vs-non-bn.png │ ├── loss-curve-bs=1024-lr=1e-1.png │ ├── loss-curve-bs=128-lr=1e-1.png │ ├── loss-curve-bs=64-lr=1e-1.png │ ├── loss-curve-lr=1e-1.png │ ├── loss-curve-zoom-bs=1024-lr=1e-1.png │ ├── loss-curve-zoom-bs=64-lr=1e-1.png │ ├── loss-curve-zoom-bs=64-vs-bs=1024-lr=1e-1.png │ ├── loss-momentum-vs-no-momentum.png │ ├── loss-stepLR.png │ ├── lr-decay.png │ └── your-own-bn.png ├── lab-4-augment ├── lab-4-data-augmentation.ipynb └── media │ └── dropout.png ├── lab-5-transformers ├── lab-5-transformers.ipynb ├── media │ ├── step_1.png │ ├── step_1.svg │ ├── step_2.png │ ├── 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