New PDF release: Advanced Deep Learning with Keras: Applying GANs and other

ISBN-10: 1788629418

ISBN-13: 9781788629416

Understanding and coding complex deep studying algorithms with the main intuitive deep studying library in existence

Key Features

  • A whole and updated creation to GANs
  • A entire review of Keras
  • A dive into complex deep studying sticking to the basic mathematics

Book Description

Keras allows a brand new new release of deep studying builders to entry the total strength of TensorFlow at the one hand, whereas focusing on construction purposes at the different. much more remarkable is the facility to jot down functions drawing from the facility of recent algorithms, with out truly having to enforce all of the algorithms, considering the fact that they're already available.

After introducing Keras and familiarizing the reader with Keras through classical deep studying algorithms, Dr. Atienza walks the developer via autoencoders first. he is taking the strategy of creating on really recognized ways and algorithms, sooner than introducing newer advancements to operating builders. He then asks the reader to write down and comprehend an NLP software to turn out the sensible price of autoencoders written with Keras.

The middle of the booklet lies within the insurance of a number of periods of antagonistic networks (GANs). Dr. Atienza specializes in the latest successes of GANs and teaches builders to enforce more recent effects for themselves, caution them of pitfalls and exhibiting them the benefits of each one. He focuses specifically on picture iteration and synthesis.

Finally, the booklet finishes with an advent to reinforcement studying, utilizing OpenAI fitness center as a framework to simplify experimenting with a variety of regulations and algorithms. back, Keras is the unifying layer wherein OpenAI fitness center is accessed.

Overall, complex Keras indicates the entire services of Keras to a developer, whereas attempting to steer clear of taking a look at underlying infrastructure supplied through TensorFlow, Theano or Microsoft Cognitive providers. Dr. Atienza is displaying the best way to get new algorithms to paintings inside of Keras, with no getting the reader tangled in too many implementation details.

What you'll learn

  • You will examine Keras thoroughly
  • To code photograph synthesis examples with GANs
  • To distinguish a variety of different types of adverse networks and enforce them
  • To write a reinforcement studying software with OpenAI gym
  • To step clear of vintage deep studying and laptop studying and write production-ready functions in keeping with fresh research

Who This booklet Is For

Familiarity with Python and uncomplicated computing device studying is critical for this publication and it might be most excellent if the reader had understood a number of easy deep studying algorithms, like CNNs and RNNs.

About the Author

Professor Rowel Atienza is an affiliate professor on the collage of the Philippines, Diliman, that's usually considered as the prime college of the rustic. He has a PhD from Australian nationwide collage. His learn parts comprise robotics, imaginative and prescient, photographs, language processing and figuring out, and VR/AR, and he has written approximately snap shots, digital fact, and the human-robot interface. he's additionally well-published in deep learning.

This is his first booklet for the broader developer community.

Show description

Read Online or Download Advanced Deep Learning with Keras: Applying GANs and other new deep learning algorithms to the real world PDF

Similar computer science books

's Fundamentals of Python: First Programs (MindTap Course List) PDF

Grasp brand new required laptop technology themes whereas getting ready for extra research with Lambert's basics OF PYTHON: FIRST courses. This book's easygoing procedure is perfect for readers with any kind of history. The technique starts off with easy algorithmic code after which scales into operating with capabilities, gadgets, and periods because the difficulties develop into extra complicated and require new abstraction mechanisms.

Get Artificial Intelligence for Big Data: Complete guide to PDF

Construct next-generation man made Intelligence platforms with JavaKey FeaturesImplement AI strategies to construct clever functions utilizing Deeplearning4j practice huge info analytics to derive caliber insights utilizing Spark MLlibCreate self-learning platforms utilizing neural networks, NLP, and reinforcement learningBook DescriptionIn this age of massive information, businesses have better volume of buyer info than ever prior to, way over what the present applied sciences can ever wish to take care of with.

Chris Okasaki's Purely Functional Data Structures PDF

Such a lot books on information constructions imagine an central language like C or C++. besides the fact that, info buildings for those languages don't continually translate good to sensible languages comparable to usual ML, Haskell, or Scheme. This booklet describes facts constructions from the perspective of useful languages, with examples, and offers layout innovations in order that programmers can boost their very own practical facts constructions.

The Interplay of Data, Technology, Place and People for by PDF

This e-book gathers contributions to the third foreign convention on shrewdpermanent studying Ecosystems and neighborhood advancements (SLERD 2018), held at Aalborg college, Denmark on 23–25 may possibly 2018. What characterizes shrewdpermanent studying ecosystems? what's their function in urban and nearby improvement and innovation?

Extra resources for Advanced Deep Learning with Keras: Applying GANs and other new deep learning algorithms to the real world

Example text

Download PDF sample

Advanced Deep Learning with Keras: Applying GANs and other new deep learning algorithms to the real world


by Paul
4.5

Rated 4.50 of 5 – based on 38 votes