{"cells":[{"metadata":{},"cell_type":"markdown","source":"*Generative Adversarial Networks *****: GANs are neural networks that learn to create synthetic data similar to some known input data.\n\n![](http://)"},{"metadata":{},"cell_type":"markdown","source":"# **GAN architecture reamrks : ****\n\n1-*The discriminator model* is a classifier that determines whether a given image looks like a real image from the dataset or like an artificially created image. This is basically a binary classifier that will take the form of a normal convolutional neural network (CNN).\n2-The generator model takes random input values and transforms them into images through a deconvolutional neural network.\n\n3-Over the course of many training iterations, the weights and biases in the discriminator and the generator are trained through backpropagation. The discriminator learns to tell \"real\" images of handwritten digits apart from \"fake\" images created by the generator. At the same time, the generator uses feedback from the discriminator to learn how to produce convincing images that the discriminator can't distinguish from real images.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"**TensorFlow** :  a deep learning library open-sourced by Google that makes it easy to train neural networks on GPUs.\nIf you're familiar with tensorflow, I recommend reading \"Hello, TensorFlow!\" or watching the \"Hello, Tensorflow!\" interactive tutorial on Safari before proceeding. "},{"metadata":{},"cell_type":"markdown","source":"Loading the data :\n1- We need a set of real images to give the discriminator a starting point in distinguishing between real and fake images. "},{"metadata":{"trusted":true},"cell_type":"code","source":"import tensorflow as tf\nimport numpy as np\nimport datetime\nimport matplotlib.pyplot as plt\nimport tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras import layers\nimport tensorflow_addons as tfa\n\nfrom kaggle_datasets import KaggleDatasets\nimport matplotlib.pyplot as plt\nimport numpy as np\n\ntry:\n    tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n    print('Device:', tpu.master())\n    tf.config.experimental_connect_to_cluster(tpu)\n    tf.tpu.experimental.initialize_tpu_system(tpu)\n    strategy = tf.distribute.experimental.TPUStrategy(tpu)\nexcept:\n    strategy = tf.distribute.get_strategy()\nprint('Number of replicas:', strategy.num_replicas_in_sync)\n\nAUTOTUNE = tf.data.experimental.AUTOTUNE\n    \nprint(tf.__version__)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"GCS_PATH = KaggleDatasets().get_gcs_path()\nMONET_FILENAMES = tf.io.gfile.glob(str(GCS_PATH + '/monet_tfrec/*.tfrec'))\nprint('Monet TFRecord Files:', len(MONET_FILENAMES))\n\nPHOTO_FILENAMES = tf.io.gfile.glob(str(GCS_PATH + '/photo_tfrec/*.tfrec'))\nprint('Photo TFRecord Files:', len(PHOTO_FILENAMES))","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}