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AmitDiwan has Published 10740 Articles
AmitDiwan
327 Views
Tensorflow can be used to load the flower dataset and model off the disk using the ‘image_dataset_from_directory’ method.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one layer is known as a convolutional layer. We can use the ... Read More
AmitDiwan
437 Views
Tensorflow can be used to decode the predictions by converting the image to a Numpy array.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one layer is known as a convolutional layer. We can use the Convolutional Neural ... Read More
AmitDiwan
688 Views
Tensorflow can be used to add a batch dimension and pass the image to the model by converting the image to a Numpy array.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one layer is known as a ... Read More
AmitDiwan
229 Views
Tensorflow can be used to download a single image to try the model using the ‘get_file’ method. A google API holds the single image, which can be passed as parameter to the ‘get_file’ method to download the dataset in the current environment.Read More: What is TensorFlow and how Keras work ... Read More
AmitDiwan
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Tensorflow can be used for transfer learning with TF Hub in order to download image net classifier using the ‘Sequential’ model. The classifier model is specified using a google url. This model is specified as the parameter to ‘KerasLayer’ method.Read More: What is TensorFlow and how Keras work with TensorFlow ... Read More
AmitDiwan
191 Views
Tensorflow and the pre-trained model can be used to visualize the data using the ‘matplotlib’ library. The ‘imshow’ method is used to display the data on the console.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one layer ... Read More
How can Tensorflow and pre-trained model be used for evaluation and prediction of data using Python?
AmitDiwan
410 Views
Tensorflow and the pre-trained model can be used for evaluation and prediction of data using the ‘evaluate’ and ‘predict’ methods. The batch of input images is first flattened. The sigmoid function is applied on the model so that it would return logit values.Read More: What is TensorFlow and how Keras ... Read More
AmitDiwan
278 Views
Tensorflow and the pre-trained model can be used to visualize the data using the ‘matplotlib’ library. The ‘plot’ method is used to plot the data on the console.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one layer ... Read More
AmitDiwan
665 Views
Tensorflow and the pre-trained model can be used to continue training the model by using the ‘fit’ method and specifying the number of training steps. The validation data is used to fit the model.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network ... Read More
AmitDiwan
247 Views
Tensorflow and the pre-trained model can be used to compile the model with the help of the ‘compile’ method. The loss is specified as ‘BinaryCrossentropy’ in the compile parameter.Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?A neural network that contains at least one ... Read More