Applied Deep Learning with Keras

Take your neural networks to a whole new level with the simplicity and modularity of Keras, the most commonly used high-level neural networks API.

Applied Deep Learning with Keras

Ritesh Bhagwat, Mahla Abdolahnejad, Matthew Moocarme
New Release!

Take your neural networks to a whole new level with the simplicity and modularity of Keras, the most commonly used high-level neural networks API.
Packt Subscription
FREE
$9.99/m after trial
eBook
$19.60
RRP $27.99
Save 29%
Print + eBook
$34.99
RRP $34.99
What do I get with a Packt subscription?
  • Exclusive monthly discount - no contract
  • Unlimited access to entire Packt library of 6500+ eBooks and Videos
  • 120 new titles added every month, on new and emerging tech
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
$0.00
$19.60
$34.99
$9.99 p/m after trial
RRP $27.99
RRP $34.99
Subscription
eBook
Print + eBook
Start a FREE 10-day trial

Frequently bought together


Applied Deep Learning with Keras Book Cover
Applied Deep Learning with Keras
$ 27.99
$ 19.60
Applied Deep Learning with PyTorch Book Cover
Applied Deep Learning with PyTorch
$ 23.99
$ 16.80
Buy 2 for $36.40
Save $15.58
Add to Cart

Book Details

ISBN 139781838555078
Paperback412 pages

Book Description

Though designing neural networks is a sought-after skill, it is not easy to master. With Keras, you can apply complex machine learning algorithms with minimum code.

Applied Deep Learning with Keras starts by taking you through the basics of machine learning and Python all the way to gaining an in-depth understanding of applying Keras to develop efficient deep learning solutions. To help you grasp the difference between machine and deep learning, the book guides you on how to build a logistic regression model, first with scikit-learn and then with Keras. You will delve into Keras and its many models by creating prediction models for various real-world scenarios, such as disease prediction and customer churning. You’ll gain knowledge on how to evaluate, optimize, and improve your models to achieve maximum information. Next, you’ll learn to evaluate your model by cross-validating it using Keras Wrapper and scikit-learn. Following this, you’ll proceed to understand how to apply L1, L2, and dropout regularization techniques to improve the accuracy of your model. To help maintain accuracy, you’ll get to grips with applying techniques including null accuracy, precision, and AUC-ROC score techniques for fine tuning your model.

By the end of this book, you will have the skills you need to use Keras when building high-level deep neural networks.

What You Will Learn

  • Understand the difference between single-layer and multi-layer neural network models
  • Use Keras to build simple logistic regression models, deep neural networks, recurrent neural networks, and convolutional neural networks
  • Apply L1, L2, and dropout regularization to improve the accuracy of your model
  • Implement cross-validate using Keras wrappers with scikit-learn
  • Understand the limitations of model accuracy

Authors

Book Details

ISBN 139781838555078
Paperback412 pages
Read More

Read More Reviews

Recommended for You

Applied Deep Learning with PyTorch Book Cover
Applied Deep Learning with PyTorch
$ 23.99
$ 16.80
Hands-On Generative Adversarial Networks with Keras Book Cover
Hands-On Generative Adversarial Networks with Keras
$ 31.99
$ 22.40
Hands-On Deep Learning Architectures with Python Book Cover
Hands-On Deep Learning Architectures with Python
$ 23.99
$ 16.80
The Complete Self-Driving Car Course - Applied Deep Learning [Video] Book Cover
The Complete Self-Driving Car Course - Applied Deep Learning [Video]
$ 184.99
$ 157.25
Applied Supervised Learning with Python Book Cover
Applied Supervised Learning with Python
$ 31.99
$ 22.40
Troubleshooting Python Deep Learning [Video] Book Cover
Troubleshooting Python Deep Learning [Video]
$ 124.99
$ 106.25