├── .gitignore ├── 020_TensorIntro └── Tensors.py ├── 030_ModelingIntroduction ├── 00_LinRegFromScratch_end.py ├── 00_LinRegFromScratch_start.py ├── 10_LinReg_ModelClass_end.py ├── 10_LinReg_ModelClass_start.py ├── 20_LinReg_Batches_end.py ├── 20_LinReg_Batches_start.py ├── 30_LinReg_DatasetDataloader_end.py ├── 30_LinReg_DatasetDataloader_start.py ├── 40_LinReg_ModelSavingLoading_end.py ├── 40_LinReg_ModelSavingLoading_start.py ├── 50_LinReg_HyperparameterTuning_end.py ├── 50_LinReg_HyperparameterTuning_start.py └── model_state_dict.pth ├── 060_CNN_ImageClassification ├── ImagePreprocessing_end.py ├── ImagePreprocessing_start.py ├── LayerCalculations_end.py ├── LayerCalculations_start.py └── kiki.jpg ├── 100_SemanticSegmentation ├── data │ ├── Tile 1 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 2 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 3 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 4 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 5 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 6 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 7 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ ├── Tile 8 │ │ ├── images │ │ │ ├── image_part_001.jpg │ │ │ ├── image_part_002.jpg │ │ │ ├── image_part_003.jpg │ │ │ ├── image_part_004.jpg │ │ │ ├── image_part_005.jpg │ │ │ ├── image_part_006.jpg │ │ │ ├── image_part_007.jpg │ │ │ ├── image_part_008.jpg │ │ │ └── image_part_009.jpg │ │ └── masks │ │ │ ├── image_part_001.png │ │ │ ├── image_part_002.png │ │ │ ├── image_part_003.png │ │ │ ├── image_part_004.png │ │ │ ├── image_part_005.png │ │ │ ├── image_part_006.png │ │ │ ├── image_part_007.png │ │ │ ├── image_part_008.png │ │ │ └── image_part_009.png │ └── classes.json ├── dataprep_final.py ├── model_inference_final.py ├── model_inference_start.py ├── modeling_final.py ├── modeling_start.py └── sem_seg_dataset.py ├── 10_SemanticSegmentation_101.pdf ├── 15_CourseStructure.pdf ├── 20_Architectures.pdf ├── 30_Upsampling.pdf ├── 40_LossFunctions.pdf ├── 50_SemanticSegmentation_Lab.pdf ├── 60_Evaluation Metrics.pdf ├── 60_SemanticSegmentation_DataPrep.pdf ├── Model HyperparameterTuning.pdf └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataScienceHamburg/ImageSegmentationCourseMaterial/HEAD/.gitignore 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