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184 in github.com/DataScienceHamburg/PyTorchUltimateMaterial
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Functions
184
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Types & classes
63
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Endpoints
3
Method
__init__
(self, input_size=1, output_size=1)
180_LSTM/Flights_end.py:77
Method
__init__
(self, X, y)
180_LSTM/FunctionApproximation_end.py:35
Method
__init__
(self, input_size=1, output_size=1)
180_LSTM/FunctionApproximation_end.py:53
Method
__init__
(self, users, movies, ratings)
190_RecommenderSystems/MatrixFactorization_end.py:17
Method
__init__
(self, n_users, n_movies, n_embeddings = 32)
190_RecommenderSystems/MatrixFactorization_end.py:34
Method
__init__
(self, X, y)
310_PytorchLightning/lightning_intro_start.py:30
Method
__init__
(self, X, y)
310_PytorchLightning/lightning_intro_end.py:30
Method
__init__
(self, input_size, output_size)
310_PytorchLightning/lightning_intro_end.py:47
Method
__init__
(self, img_dim)
220_GAN/GAN_Exercise_w03_Channels.py:49
Method
__init__
(self, img_dim)
220_GAN/GAN_Exercise_W03_Ch_224x224.py:53
Method
__init__
(self, img_dim)
220_GAN/GAN_Exercise_w01_Channels.py:49
Method
__init__
(self, in_channels = 1, out_channels = 4)
500_Miscellanious/inception.py:7
Method
__init__
(self)
500_Miscellanious/cnn_hooks_end.py:23
Method
__init__
(self)
200_Autoencoders/Autoencoders_end.py:46
Method
__init__
(self)
200_Autoencoders/Autoencoders_end.py:63
Method
__init__
(self, NUM_FEATURES, NUM_CLASSES, HIDDEN_FEATURES)
045_Classification/MultiClassClassification_end.py:45
Method
__init__
(self, input_size, hidden_size, output_size)
045_Classification/MultilabelClassification_end.py:40
Method
__init__
(self, X, y)
045_Classification/MultilabelClassification_start.py:23
Method
__len__
(self)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_start.py:32
Method
__len__
(self)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_end.py:33
Method
__len__
(self)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_end.py:33
Method
__len__
(self)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_start.py:32
Method
__len__
(self)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_end.py:33
Method
__len__
(self)
360_NLP/25_sentiment_OHE.py:51
Method
__len__
(self)
360_NLP/90_sentiment_embedding.py:63
Method
__len__
(self)
350_SemiSupervised/semi_super_learn_start.py:36
Method
__len__
(self)
350_SemiSupervised/semi_super_learn_end.py:36
Method
__len__
(self)
180_LSTM/FunctionApproximation_incl_extrapolation_end.py:39
Method
__len__
(self)
180_LSTM/FunctionApproximation_start.py:39
Method
__len__
(self)
180_LSTM/Flights_end.py:64
Method
__len__
(self)
180_LSTM/FunctionApproximation_end.py:39
Method
__len__
(self)
190_RecommenderSystems/MatrixFactorization_end.py:22
Method
__len__
(self)
310_PytorchLightning/lightning_intro_start.py:34
Method
__len__
(self)
310_PytorchLightning/lightning_intro_end.py:34
Method
__len__
(self)
045_Classification/MultiClassClassification_end.py:33
Method
__len__
(self)
045_Classification/MultilabelClassification_end.py:26
Method
__len__
(self)
045_Classification/MultilabelClassification_start.py:27
Method
configure_optimizers
(self)
310_PytorchLightning/lightning_intro_end.py:55
Method
forward
(self, x, edge_index)
230_GraphNeuralNetworks/node_classification_end.py:31
Method
forward
(self, x, edge_index)
230_GraphNeuralNetworks/node_classification_end.py:44
Method
forward
(self, x)
065_CNN_AudioClassification/modeling.py:40
Method
forward
(self, x)
600_ModelDeployment/app_gcp.py:15
Method
forward
(self, x)
600_ModelDeployment/model_class.py:11
Method
forward
(self, x)
030_ModelingIntroduction/20_LinReg_Batches_start.py:32
Method
forward
(self, x)
030_ModelingIntroduction/20_LinReg_Batches_end.py:32
Method
forward
(self, x)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_start.py:32
Method
forward
(self, x)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_start.py:47
Method
forward
(self, x)
030_ModelingIntroduction/10_LinReg_ModelClass_end.py:31
Method
forward
(self, x)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_end.py:48
Method
forward
(self, x)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_end.py:48
Method
forward
(self, x)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_start.py:47
Method
forward
(self, x)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_end.py:48
Method
forward
(self, x)
060_CNN_ImageClassification/MulticlassClassification/Cnn_MulticlassClassification_end.py:42
Method
forward
(self, x)
060_CNN_ImageClassification/MulticlassClassification/Cnn_MulticlassClassification_start.py:31
Method
forward
(self, x)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_start.py:32
Method
forward
(self, x)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_end.py:51
Method
forward
(self, x)
360_NLP/25_sentiment_OHE.py:75
Method
forward
(self, x)
360_NLP/90_sentiment_embedding.py:86
Method
forward
(self, x_supervised, x_selfsupervised)
350_SemiSupervised/semi_super_learn_start.py:94
Method
forward
(self, x_supervised, x_selfsupervised)
350_SemiSupervised/semi_super_learn_end.py:94
Method
forward
(self, x)
350_SemiSupervised/super_learn.py:58
Method
forward
(self, x)
180_LSTM/FunctionApproximation_incl_extrapolation_end.py:59
Method
forward
(self, x)
180_LSTM/Flights_end.py:83
Method
forward
(self, x)
180_LSTM/FunctionApproximation_end.py:59
Method
forward
(self, users, movies)
190_RecommenderSystems/MatrixFactorization_end.py:40
Method
forward
(self, x)
220_GAN/GAN_Exercise_w03_Channels.py:57
Method
forward
(self, x)
220_GAN/GAN_Exercise_w03_Channels.py:75
Method
forward
(self, x)
220_GAN/GAN_Exercise_W03_Ch_224x224.py:61
Method
forward
(self, x)
220_GAN/GAN_Exercise_W03_Ch_224x224.py:76
Method
forward
(self, x)
220_GAN/GAN_Exercise_w01_Channels.py:57
Method
forward
(self, x)
220_GAN/GAN_Exercise_w01_Channels.py:76
Method
forward
(self, x)
500_Miscellanious/inception.py:45
Method
forward
(self, x)
200_Autoencoders/Autoencoders_end.py:36
Method
forward
(self, x)
200_Autoencoders/Autoencoders_end.py:53
Method
forward
(self, x)
200_Autoencoders/Autoencoders_end.py:68
Method
forward
(self, x)
045_Classification/MultiClassClassification_end.py:51
Method
forward
(self, x)
045_Classification/MultilabelClassification_end.py:47
Function
get_breeds
()
060_CNN_ImageClassification/MulticlassClassification/DataPrep.py:24
Function
home
()
600_ModelDeployment/app_helloworld.py:7
Function
predict
(request)
600_ModelDeployment/app_gcp.py:6
Function
predict
()
600_ModelDeployment/app_iris.py:15
Function
predict
()
600_ModelDeployment/app_iris_weights_in_cloud.py:25
Method
training_step
(self, train_batch, batch_idx)
310_PytorchLightning/lightning_intro_end.py:60
Method
val_step
(self, val_batch, batch_idx)
310_PytorchLightning/lightning_intro_end.py:71
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