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Variety of neural network architectures implemented for different datasets and scenarios, along with regularization techniques and hyperparameter tuning strategies.

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madeja_bhpr_3hl_15n_relu.ipynb
madeja_bhpr_3hl_15n_relu.ipynb
 
 
madeja_bhpr_3hl_15n_relu_batchnorm.ipynb
madeja_bhpr_3hl_15n_relu_batchnorm.ipynb
 
 
madeja_bhpr_3hl_15n_relu_dropout.ipynb
madeja_bhpr_3hl_15n_relu_dropout.ipynb
 
 
madeja_bhpr_3hl_15n_relu_l1l2.ipynb
madeja_bhpr_3hl_15n_relu_l1l2.ipynb
 
 
madeja_bhpr_3hl_15n_sigmoid.ipynb
madeja_bhpr_3hl_15n_sigmoid.ipynb
 
 
madeja_bhpr_3hl_15n_tanh.ipynb
madeja_bhpr_3hl_15n_tanh.ipynb
 
 
madeja_bhpr_3hl_25n_relu.ipynb
madeja_bhpr_3hl_25n_relu.ipynb
 
 
madeja_bhpr_3hl_5n_relu.ipynb
madeja_bhpr_3hl_5n_relu.ipynb
 
 
madeja_bhpr_6hl_15n_relu.ipynb
madeja_bhpr_6hl_15n_relu.ipynb
 
 
madeja_bhpr_9hl_15n_relu.ipynb
madeja_bhpr_9hl_15n_relu.ipynb
 
 
madeja_bhpr_gridsearch_relu.ipynb
madeja_bhpr_gridsearch_relu.ipynb
 
 
madeja_bhpr_randsearch_relu.ipynb
madeja_bhpr_randsearch_relu.ipynb
 
 
madeja_cifar_3hl_15n_relu.ipynb
madeja_cifar_3hl_15n_relu.ipynb
 
 
madeja_imdb_3hl_15n_relu.ipynb
madeja_imdb_3hl_15n_relu.ipynb
 
 
madeja_mnist_3hl_15n_relu.ipynb
madeja_mnist_3hl_15n_relu.ipynb
 
 

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Variety of neural network architectures implemented for different datasets and scenarios, along with regularization techniques and hyperparameter tuning strategies.

Topics

python3 mnist-classification boston-housing-price-prediction imdb-dataset cifar10-classification
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