The images are 28x28 NumPy arrays, with pixel values ranging from 0 to 255. The model is tested against the test set, the test_images, and test_labels arrays.The train_images and train_labels arrays are the training set-the data the model uses to learn.Loading the dataset returns four NumPy arrays: Import and load the Fashion MNIST data directly from TensorFlow: fashion_mnist = tf._mnist You can access the Fashion MNIST directly from TensorFlow.

Here, 60,000 images are used to train the network and 10,000 images to evaluate how accurately the network learned to classify images. They're good starting points to test and debug code. Both datasets are relatively small and are used to verify that an algorithm works as expected. This guide uses Fashion MNIST for variety, and because it's a slightly more challenging problem than regular MNIST. The MNIST dataset contains images of handwritten digits (0, 1, 2, etc.) in a format identical to that of the articles of clothing you'll use here. Fashion-MNIST samples (by Zalando, MIT License).įashion MNIST is intended as a drop-in replacement for the classic MNIST dataset-often used as the 'Hello, World' of machine learning programs for computer vision. The images show individual articles of clothing at low resolution (28 by 28 pixels), as seen here:įigure 1. This guide uses the Fashion MNIST dataset which contains 70,000 grayscale images in 10 categories. 06:39:10.819704: E tensorflow/compiler/xla/stream_executor/cuda/cuda_:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered 06:39:10.819665: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered 06:39:10.819623: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered This guide uses tf.keras, a high-level API to build and train models in TensorFlow. It's okay if you don't understand all the details this is a fast-paced overview of a complete TensorFlow program with the details explained as you go.

This guide trains a neural network model to classify images of clothing, like sneakers and shirts.

Keras sequential