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Load a trained Keras/TensorFlow model from disk
Now that we’ve trained our model and serialized it, we need to load it from disk. As a practical application of model serialization, I’ll be demonstrating how to classify individual images from the...
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Hyperparameter tuning for Deep Learning with scikit-learn, Keras, and TensorFlow
In this tutorial, you will learn how to tune the hyperparameters of a deep neural network using scikit-learn, Keras, and TensorFlow. This tutorial is part three in our four-part series on...
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Easy Hyperparameter Tuning with Keras Tuner and TensorFlow
In this tutorial, you will learn how to use the Keras Tuner package for easy hyperparameter tuning with Keras and TensorFlow. A sizable dataset is necessary when working with hyperparameter tuning. It...
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A gentle introduction to tf.data with TensorFlow
In this tutorial, you will learn the basics of TensorFlow’s tf.data module used to build faster, more efficient deep learning data pipelines. A good dataset is necessary when working with tf.data in...
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Data pipelines with tf.data and TensorFlow
In this tutorial, you will learn how to implement fast, efficient data pipelines for training neural networks using tf.data and TensorFlow. This tutorial is part two in our three part series on the...
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Data augmentation with tf.data and TensorFlow
In this tutorial, you will learn two methods to incorporate data augmentation into your tf.data pipeline using Keras and TensorFlow. A good dataset of images is vital when working with data...
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Smile detection with OpenCV, Keras, and TensorFlow
In this tutorial, we will be building a complete end-to-end application that can detect smiles in a video stream in real-time using deep learning along with traditional computer vision techniques. To...
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Breaking captchas with deep learning, Keras, and TensorFlow
In the past, we’ve worked with datasets that have been pre-compiled and labeled for us — but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this...
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CycleGAN: Unpaired Image-to-Image Translation (Part 1)
Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 1) Introduction Unpaired Image Translation CycleGAN Pipeline and Training Loss Formulation Adversarial Loss Cycle Consistency...
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