Tag Archives: Keras examples in Python

Learn Keras by Example – k-Fold Cross-Validating Neural Networks

Hits: 73 k-Fold Cross-Validating Neural Networks If we have smaller data it can be useful to benefit from k-fold cross-validation to maximize our ability to evaluate the neural network’s performance. This is possible in Keras because we can “wrap” any neural network such that it can use the evaluation features available in scikit-learn, including k-fold …

Learn Keras by Example – How to Visualize Performance History

Hits: 24 Visualize Performance History Preliminaries /* Load libraries */ import numpy as np from keras.datasets import imdb from keras.preprocessing.text import Tokenizer from keras import models from keras import layers import matplotlib.pyplot as plt /* Set random seed */ np.random.seed(0) Using TensorFlow backend. Load Movie Review Data /* Set the number of features we want …

Learn Keras by Example – How to Visualize Neural Network Architecture

Hits: 50 Visualize Neural Network Architecture Preliminaries /* Load libraries */ from keras import models from keras import layers from IPython.display import SVG from keras.utils.vis_utils import model_to_dot from keras.utils import plot_model Using TensorFlow backend. Construct Neural Network Architecture /* Start neural network */ network = models.Sequential() /* Add fully connected layer with a ReLU activation …

How to setup a text classification model in Keras using CNN

Hits: 50 (How to setup a text classification model in Keras using CNN) In this Learn through Codes example, How to setup a text classification model in Keras using CNN.  How_to_setup_a_text_classification_model_in_Keras_using_CNN   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular …

How to setup an object classification model in Keras using CNN

Hits: 15 (How to setup an object classification model in Keras using CNN) In this Learn through Codes example, How to setup an object classification model in Keras using CNN.  How_to_setup_an_object_classification_model_in_Keras_using_CNN   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular …

How to setup MLP and CNN for MNIST dataset in Keras

Hits: 149 (How to setup MLP and CNN for MNIST dataset in Keras) In this Learn through Codes example, How to setup MLP and CNN for MNIST dataset in Keras.  How_to_setup_MLP_and_CNN_for_MNIST_dataset_in_Keras   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular …

How to setup Time Based Learning Rate Decay in Keras

Hits: 13 (How to setup Time Based Learning Rate Decay in Keras) In this Learn through Codes example, How to setup Time Based Learning Rate Decay in Keras.  How_to_setup_Learning_Rate_Decay_in_Keras   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & …

How to setup Dropout Regularization in Keras

Hits: 7 (How to setup Dropout Regularization in Keras) In this Learn through Codes example, How to setup Dropout Regularization in Keras.  Dropout_Regularization_on_the_Hidden_Layer   Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as well as …

How to setup Dropout Regularization in Keras

Hits: 6 (How to setup Dropout Regularization in Keras) In this Learn through Codes example, How to setup Dropout Regularization in Keras.  Dropout_Regularization_on_the_Visible_Layer Python Example for Beginners Special 95% discount 2000+ Applied Machine Learning & Data Science Recipes Portfolio Projects for Aspiring Data Scientists: Tabular Text & Image Data Analytics as well as Time …