├── Class Imbalances ├── Class_Imbalance_Experiments.ipynb ├── README.md └── Sampling Results.xlsx ├── Embedding_Experiment.ipynb ├── Encoder-ish ├── ADULTS Dataset Autoencoder Experiments.ipynb ├── ADULTS_Dataset_Autoencoder_Experiments.ipynb └── ADULTS_Dataset_Autoencoder_Experiments_Without_ReLU_onEnd.ipynb ├── Feature Importance └── FeatureImportanceExperimentation.ipynb ├── Hidden Layer Sizes └── lesson4_tabular_HiddenLayer_size.ipynb ├── IMDB Spacy with SentencePiece └── SentencePiece plus Spacy.ipynb ├── ImageWoofTests ├── 20 Epoch Tests │ ├── 9000+Mish.ipynb │ ├── 9000+ReLU.ipynb │ └── Adam+Mish.ipynb ├── 5 Epoch Tests │ ├── 9000+Mish.ipynb │ ├── 9000+ReLU.ipynb │ └── Adam+Mish.ipynb ├── Adam_tests.ipynb ├── Experiments.ipynb ├── ImageWoofChampionship.ipynb ├── README.md ├── WORKING.ipynb ├── fastai_v2.ipynb ├── initial.ipynb ├── over9000_backup.py └── with_fix_did_not_work.ipynb ├── K-Fold Cross Validation ├── README.md └── kfold.ipynb ├── KeyPoints └── KeyPoints_Dropped_Corners.ipynb ├── Keypoints_Plain_all-ResNet34-224.ipynb ├── Keypoints_Plain_all_224 (1).ipynb ├── LICENSE ├── README.md ├── Tabular Optimizer Experiments ├── ADULTs_10_Epochs.ipynb ├── ADULTs_5_Epochs.ipynb ├── ADULTs_Results.xlsx └── README.md ├── Tabular_MixUp ├── MixUp.py ├── MixUpTabular.ipynb ├── README.md └── __init__.py ├── Test Set Generation ├── Labeled_Test_Set.ipynb ├── README.md └── Test_Sets_in_v2.ipynb ├── TimeSeries_with_Mish.ipynb ├── fastai_v2 └── nb_walkthroughs │ └── tabular │ └── ASHRAE-fastai-v2.ipynb └── keypoints_mxnet.ipynb /Class Imbalances/Class_Imbalance_Experiments.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/muellerzr/fastai-Experiments-and-tips/HEAD/Class Imbalances/Class_Imbalance_Experiments.ipynb -------------------------------------------------------------------------------- /Class Imbalances/README.md: 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