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Keras Deep Learning Cookbook - Over 30 recipes for implementing deep neural networks in Python (Paperback)
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Keras Deep Learning Cookbook - Over 30 recipes for implementing deep neural networks in Python (Paperback)
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Leverage the power of deep learning and Keras to develop smarter
and more efficient data models Key Features Understand different
neural networks and their implementation using Keras Explore
recipes for training and fine-tuning your neural network models Put
your deep learning knowledge to practice with real-world use-cases,
tips, and tricks Book DescriptionKeras has quickly emerged as a
popular deep learning library. Written in Python, it allows you to
train convolutional as well as recurrent neural networks with speed
and accuracy. The Keras Deep Learning Cookbook shows you how to
tackle different problems encountered while training efficient deep
learning models, with the help of the popular Keras library.
Starting with installing and setting up Keras, the book
demonstrates how you can perform deep learning with Keras in the
TensorFlow. From loading data to fitting and evaluating your model
for optimal performance, you will work through a step-by-step
process to tackle every possible problem faced while training deep
models. You will implement convolutional and recurrent neural
networks, adversarial networks, and more with the help of this
handy guide. In addition to this, you will learn how to train these
models for real-world image and language processing tasks. By the
end of this book, you will have a practical, hands-on understanding
of how you can leverage the power of Python and Keras to perform
effective deep learning What you will learn Install and configure
Keras in TensorFlow Master neural network programming using the
Keras library Understand the different Keras layers Use Keras to
implement simple feed-forward neural networks, CNNs and RNNs Work
with various datasets and models used for image and text
classification Develop text summarization and reinforcement
learning models using Keras Who this book is forKeras Deep Learning
Cookbook is for you if you are a data scientist or machine learning
expert who wants to find practical solutions to common problems
encountered while training deep learning models. A basic
understanding of Python and some experience in machine learning and
neural networks is required for this book.
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