├── .github └── workflows │ ├── .DS_Store │ └── book.yml ├── Readme.md ├── _config.yml ├── _toc.yml ├── binder └── environment.yml ├── illustrations ├── Jaccard.jpg ├── ML_principle.jpg ├── batch_processing.jpg ├── convol_edge.html ├── convol_mean.html ├── dead_alive_imbalance.png ├── fine_tuning.jpg ├── segmentation.html └── unet.jpg ├── models └── simpleNN.pt ├── notebooks ├── 01-Basics_image_processing.ipynb ├── 02-Simple_inference_vgg16.ipynb ├── 03-Tensors.ipynb ├── 04-Simple_NN.ipynb ├── 05-Training.ipynb ├── 06-Data_handling.ipynb ├── 07-Augmentation.ipynb ├── 08-Lightning.ipynb ├── 09-Classify_drawings.ipynb ├── 10-Convolutions_draw.ipynb ├── 11-Autoencoder_drawings.ipynb ├── 12-TransferLearning_worms.ipynb ├── 13-Segmentation.ipynb ├── 14-Unet.ipynb ├── 15-Unet_nuclei.ipynb └── dlcourse.py ├── output └── image_gauss.jpg ├── requirements.txt └── utils └── check_colab.py /.github/workflows/.DS_Store: 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