├── .gitignore ├── .gitmodules ├── 2019_Pneumothorax_Challenge └── README.md ├── 2020_SIIM_ISIC_Melanoma_Challenge └── README.md ├── Documentation ├── HOWTO-1.md ├── HOWTO-2.md ├── HOWTO-3.md ├── HOWTO-4.md └── HOWTO-5.md ├── Education ├── 2023 Industry Perceptions on AI Adoption and ROI.pdf ├── ClassificationScoreRubric.xlsx ├── Daneshjou 2021 - CLEAR Derm Checklist.pdf ├── Fairness │ └── fairness_demo.ipynb ├── Intro2Python │ ├── Intro_Python_for_Rads.ipynb │ └── README.md ├── KerasBinaryClassifier │ ├── README.md │ ├── SIIM-2021.png │ ├── SIIM_Keras_Binary_Classifier.ipynb │ └── SimpleGadClass.h5 ├── KerasSegmentation │ ├── ML_Ed_AutoSeg_001_with_Submitter_05_june_v1.ipynb │ └── readme.md ├── Multi-modal deep learning using PyTorch ├── MultiModalML │ └── Multimodality_lab_SIIM22_github.ipynb ├── OS Tools to Make Imaging Data Ready for AI.pdf ├── Pathology │ ├── Pathology.ipynb │ └── README.md ├── README.md ├── Regression-Boneage │ ├── README.md │ ├── SIIM-2021.png │ ├── SIIM_ML_Edct_Scmt_BoneAge_Regression.ipynb │ ├── boneage-training-dataset.csv │ └── preprocess.py ├── Retrieval_Augmented_Generation │ └── RAG_Tutorial.ipynb ├── ViT │ └── ViT_Educational_Notebook_SIIM_V2.ipynb ├── XAI │ └── explain.ipynb ├── opensource_datasets.md ├── reproducible deep learning.pdf └── segment_and_classify-rubric.xlsx ├── Multimodality_lab_SIIM22_github.ipynb ├── Non_SiiM_Contributions └── .gitkeep ├── README.md ├── SiiM19_EDA ├── README.md └── medium_pneumonia_eda_with_interactive_Q_and_A.ipynb ├── SiiM2019 ├── MLcourse_Notebook_1_update.ipynb ├── MLcourse_Notebook_2_update.ipynb ├── MLcourse_Notebook_CIFAR.ipynb ├── MLcourse_Notebook_Prereq_MNist.ipynb ├── README.md ├── getting mdai token.docx ├── helper_utils.ipynb └── images │ ├── .ds │ ├── cifar_resnet.svg │ ├── lesson1_datasetImage.png │ ├── lesson2_datasetImage.png │ └── mnist_network_figure.png ├── Tools_Research └── .gitkeep └── docker-keras-tensorflow-python3-jupyter ├── Dockerfile ├── Dockerfile.old ├── 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