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Functions184 in github.com/DataScienceHamburg/PyTorchUltimateMaterial

⨍ Functions 184◇ Types & classes 63↳ Endpoints 3
↓ 42 callersMethodbackward
(self, X, y_true)
015_NeuralNetworkFromScratch/nn_scratch_end.py:55
↓ 19 callersMethodtrain
(self, ITERATIONS)
015_NeuralNetworkFromScratch/nn_scratch_end.py:73
↓ 7 callersFunctionget_embedding_vector
(word)
360_NLP/50_glove_intro.py:10
↓ 6 callersFunctioncreate_folder
(path)
075_ObjectDetection_Yolo7/yolo_data_prep.py:22
↓ 6 callersFunctionget_dog_images
(breed, count=100, type='train')
060_CNN_ImageClassification/MulticlassClassification/DataPrep.py:7
↓ 4 callersMethodforward
(self, X)
015_NeuralNetworkFromScratch/nn_scratch_end.py:50
↓ 3 callersMethodactivation
(self, x)
015_NeuralNetworkFromScratch/nn_scratch_end.py:42
↓ 3 callersFunctionextract_features
(x, model)
100_CNN_StyleTransfer/StyleTransfer_end.py:37
↓ 3 callersFunctionget_embedding_vector
(word)
360_NLP/70_word_cluster_end.py:13
↓ 3 callersFunctionshow_image
(img)
200_Autoencoders/Autoencoders_start.py:62
↓ 3 callersFunctionshow_image
(img)
200_Autoencoders/Autoencoders_end.py:101
↓ 2 callersMethod__init__
(self)
200_Autoencoders/Autoencoders_end.py:27
↓ 2 callersMethodbackbone
(self, x)
350_SemiSupervised/semi_super_learn_start.py:79
↓ 2 callersMethodbackbone
(self, x)
350_SemiSupervised/semi_super_learn_end.py:79
↓ 2 callersFunctioncalc_gram_matrix
(tensor)
100_CNN_StyleTransfer/StyleTransfer_end.py:50
↓ 2 callersFunctionget_closest_words_from_word
(word, max_n=5)
360_NLP/70_word_cluster_end.py:18
↓ 2 callersFunctionget_embedding_vector
(word)
360_NLP/70_word_cluster_start.py:13
↓ 2 callersFunctionhidden_nodes
(X)
500_Miscellanious/elm.py:30
↓ 2 callersFunctionplot_specgram
(waveform, sample_rate, file_path = 'test2.png')
065_CNN_AudioClassification/plot_audio.py:23
↓ 1 callersMethod__init__
(self, num_hidden, num_features, num_classes)
230_GraphNeuralNetworks/node_classification_end.py:26
↓ 1 callersMethod__init__
(self, X, y)
360_NLP/25_sentiment_OHE.py:45
↓ 1 callersMethod__init__
(self, X, y)
360_NLP/90_sentiment_embedding.py:57
↓ 1 callersMethod__init__
(self, n_super_classes, n_selfsuper_classes)
350_SemiSupervised/semi_super_learn_start.py:66
↓ 1 callersMethod__init__
(self, n_super_classes, n_selfsuper_classes)
350_SemiSupervised/semi_super_learn_end.py:66
↓ 1 callersMethod__init__
(self, z_dim)
220_GAN/GAN_Exercise_w03_Channels.py:68
↓ 1 callersMethod__init__
(self, z_dim)
220_GAN/GAN_Exercise_W03_Ch_224x224.py:69
↓ 1 callersMethod__init__
(self, z_dim)
220_GAN/GAN_Exercise_w01_Channels.py:69
↓ 1 callersMethod__init__
(self, X_train, y_train)
045_Classification/MultiClassClassification_end.py:23
↓ 1 callersMethod__init__
(self, X, y)
045_Classification/MultilabelClassification_end.py:22
↓ 1 callersMethodbackbone
(self, x)
350_SemiSupervised/super_learn.py:44
↓ 1 callersFunctionclosest_description
(desc)
360_NLP/95_apply_pretrained_models.py:27
↓ 1 callersMethoddactivation
(self, x)
015_NeuralNetworkFromScratch/nn_scratch_end.py:46
↓ 1 callersMethodforward
(self, x)
310_PytorchLightning/lightning_intro_end.py:52
↓ 1 callersFunctionget_closest_words_from_embedding
(word_emb, max_n=5)
360_NLP/50_glove_intro.py:27
↓ 1 callersFunctionget_closest_words_from_word
(word, max_n=5)
360_NLP/70_word_cluster_start.py:18
↓ 1 callersFunctionget_closest_words_from_word
(word, max_n=5)
360_NLP/50_glove_intro.py:18
↓ 1 callersFunctionget_word_analogy
(word1, word2, word3, max_n=5)
360_NLP/50_glove_intro.py:33
↓ 1 callersFunctionimshow
(img)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_start.py:16
↓ 1 callersFunctionimshow
(img)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_end.py:27
↓ 1 callersFunctionimshow
(image_torch)
120_TransferLearning/TransferLearning_start.py:29
↓ 1 callersFunctionimshow
(image_torch)
120_TransferLearning/TransferLearning_end.py:29
↓ 1 callersMethodoptimizer
(self, dL_db, dL_dw)
015_NeuralNetworkFromScratch/nn_scratch_end.py:68
↓ 1 callersFunctionplot_waveform
(waveform, sample_rate)
065_CNN_AudioClassification/plot_audio.py:5
↓ 1 callersFunctionpredict
(X)
500_Miscellanious/elm.py:36
↓ 1 callersFunctionrelu
(x)
500_Miscellanious/elm.py:27
↓ 1 callersFunctiontensor_to_image
(tensor)
100_CNN_StyleTransfer/StyleTransfer_end.py:101
↓ 1 callersFunctionxml_to_yolo_bbox
(bbox, w, h)
075_ObjectDetection_Yolo7/yolo_data_prep.py:13
↓ 1 callersFunctiony_function
(val)
020_TensorIntro/Tensors.py:22
Method__call__
(self, module, module_in, module_out)
500_Miscellanious/cnn_hooks_end.py:29
Method__getitem__
(self, idx)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_start.py:35
Method__getitem__
(self, idx)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_end.py:36
Method__getitem__
(self, idx)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_end.py:36
Method__getitem__
(self, idx)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_start.py:35
Method__getitem__
(self, idx)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_end.py:36
Method__getitem__
(self, index)
360_NLP/25_sentiment_OHE.py:54
Method__getitem__
(self, index)
360_NLP/90_sentiment_embedding.py:66
Method__getitem__
(self, idx)
350_SemiSupervised/semi_super_learn_start.py:39
Method__getitem__
(self, idx)
350_SemiSupervised/semi_super_learn_end.py:39
Method__getitem__
(self, idx)
180_LSTM/FunctionApproximation_incl_extrapolation_end.py:42
Method__getitem__
(self, idx)
180_LSTM/FunctionApproximation_start.py:42
Method__getitem__
(self, idx)
180_LSTM/Flights_end.py:67
Method__getitem__
(self, idx)
180_LSTM/FunctionApproximation_end.py:42
Method__getitem__
(self, idx)
190_RecommenderSystems/MatrixFactorization_end.py:25
Method__getitem__
(self, idx)
310_PytorchLightning/lightning_intro_start.py:37
Method__getitem__
(self, idx)
310_PytorchLightning/lightning_intro_end.py:37
Method__getitem__
(self, index)
045_Classification/MultiClassClassification_end.py:30
Method__getitem__
(self, idx)
045_Classification/MultilabelClassification_end.py:29
Method__getitem__
(self, idx)
045_Classification/MultilabelClassification_start.py:30
Method__init__
(self, LR, X_train, y_train, X_test, y_test)
015_NeuralNetworkFromScratch/nn_scratch_end.py:31
Method__init__
(self, num_hidden, num_features, num_classes, heads = 8)
230_GraphNeuralNetworks/node_classification_end.py:39
Method__init__
(self)
065_CNN_AudioClassification/modeling.py:28
Method__init__
(self, NUM_FEATURES, NUM_CLASSES, HIDDEN_FEATURES)
600_ModelDeployment/app_gcp.py:8
Method__init__
(self, NUM_FEATURES, NUM_CLASSES, HIDDEN_FEATURES)
600_ModelDeployment/model_class.py:5
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/20_LinReg_Batches_start.py:28
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/20_LinReg_Batches_end.py:28
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_start.py:28
Method__init__
(self, X, y)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_start.py:28
Method__init__
(self, input_size=1, output_size=1)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_start.py:43
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/10_LinReg_ModelClass_end.py:27
Method__init__
(self, X, y)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_end.py:29
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_end.py:44
Method__init__
(self, X, y)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_end.py:29
Method__init__
(self, input_size=1, output_size=1)
030_ModelingIntroduction/50_LinReg_HyperparameterTuning_end.py:44
Method__init__
(self, X, y)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_start.py:28
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/40_LinReg_ModelSavingLoading_start.py:43
Method__init__
(self, X, y)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_end.py:29
Method__init__
(self, input_size, output_size)
030_ModelingIntroduction/30_LinReg_DatasetDataloader_end.py:44
Method__init__
(self)
060_CNN_ImageClassification/MulticlassClassification/Cnn_MulticlassClassification_end.py:30
Method__init__
(self)
060_CNN_ImageClassification/MulticlassClassification/Cnn_MulticlassClassification_start.py:26
Method__init__
(self)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_start.py:29
Method__init__
(self)
060_CNN_ImageClassification/BinaryClassification/CNN_BinaryClassification_end.py:40
Method__init__
(self, NUM_FEATURES, NUM_CLASSES, HIDDEN = 10)
360_NLP/25_sentiment_OHE.py:68
Method__init__
(self, NUM_FEATURES, NUM_CLASSES, HIDDEN = 10)
360_NLP/90_sentiment_embedding.py:79
Method__init__
(self, folder_path)
350_SemiSupervised/semi_super_learn_start.py:30
Method__init__
(self, folder_path)
350_SemiSupervised/semi_super_learn_end.py:30
Method__init__
(self, n_super_classes)
350_SemiSupervised/super_learn.py:33
Method__init__
(self, X, y)
180_LSTM/FunctionApproximation_incl_extrapolation_end.py:35
Method__init__
(self, input_size=1, output_size=1)
180_LSTM/FunctionApproximation_incl_extrapolation_end.py:53
Method__init__
(self, X, y)
180_LSTM/FunctionApproximation_start.py:35
Method__init__
(self, X, y)
180_LSTM/Flights_end.py:60
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