Deep Learning

Written By John D. Kelleher
Deep Learning
  • Publsiher : MIT Press
  • Release : 10 September 2019
  • ISBN : 0262537559
  • Pages : 296 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Deep Learning written by John D. Kelleher which was release on 10 September 2019, this book published by MIT Press. Available in PDF, EPUB and Kindle Format. Book excerpt: An accessible introduction to the artificial intelligence technology that enables computer vision, speech recognition, machine translation, and driverless cars. Deep learning is an artificial intelligence technology that enables computer vision, speech recognition in mobile phones, machine translation, AI games, driverless cars, and other applications. When we use consumer products from Google, Microsoft, Facebook, Apple, or Baidu, we are often interacting with a deep learning system. In this volume in the MIT Press Essential Knowledge series, computer scientist John Kelleher offers an accessible and concise but comprehensive introduction to the fundamental technology at the heart of the artificial intelligence revolution. Kelleher explains that deep learning enables data-driven decisions by identifying and extracting patterns from large datasets; its ability to learn from complex data makes deep learning ideally suited to take advantage of the rapid growth in big data and computational power. Kelleher also explains some of the basic concepts in deep learning, presents a history of advances in the field, and discusses the current state of the art. He describes the most important deep learning architectures, including autoencoders, recurrent neural networks, and long short-term networks, as well as such recent developments as Generative Adversarial Networks and capsule networks. He also provides a comprehensive (and comprehensible) introduction to the two fundamental algorithms in deep learning: gradient descent and backpropagation. Finally, Kelleher considers the future of deep learning—major trends, possible developments, and significant challenges.

Deep Learning

Deep Learning
  • Author : John D. Kelleher
  • Publisher : MIT Press
  • Release Date : 2019-09-10
  • Total pages : 296
  • ISBN : 0262537559
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Summary : An accessible introduction to the artificial intelligence technology that enables computer vision, speech recognition, machine translation, and driverless cars. Deep learning is an artificial intelligence technology that enables computer vision, speech recognition in mobile phones, machine translation, AI games, driverless cars, and other applications. When we use consumer products from ...

Deep Learning with Structured Data

Deep Learning with Structured Data
  • Author : Mark Ryan
  • Publisher : Manning Publications
  • Release Date : 2020-12-29
  • Total pages : 273
  • ISBN : 0262537559
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Summary : Deep learning offers the potential to identify complex patterns and relationships hidden in data of all sorts. Deep Learning with Structured Data shows you how to apply powerful deep learning analysis techniques to the kind of structured, tabular data you'll find in the relational databases that real-world businesses depend on. ...

Deep Learning For Dummies

Deep Learning For Dummies
  • Author : John Paul Mueller,Luca Massaron
  • Publisher : John Wiley & Sons
  • Release Date : 2019-05-14
  • Total pages : 368
  • ISBN : 0262537559
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Summary : Take a deep dive into deep learning Deep learning provides the means for discerning patterns in the data that drive online business and social media outlets. Deep Learning for Dummies gives you the information you need to take the mystery out of the topic—and all of the underlying technologies ...

Neural Networks and Deep Learning

Neural Networks and Deep Learning
  • Author : Charu C. Aggarwal
  • Publisher : Springer
  • Release Date : 2018-08-25
  • Total pages : 497
  • ISBN : 0262537559
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Summary : This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in ...

The Deep Learning Revolution

The Deep Learning Revolution
  • Author : Terrence J. Sejnowski
  • Publisher : MIT Press
  • Release Date : 2018-10-23
  • Total pages : 352
  • ISBN : 0262537559
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Summary : How deep learning—from Google Translate to driverless cars to personal cognitive assistants—is changing our lives and transforming every sector of the economy. The deep learning revolution has brought us driverless cars, the greatly improved Google Translate, fluent conversations with Siri and Alexa, and enormous profits from automated trading ...

Deep Learning with R

Deep Learning with R
  • Author : Francois Chollet,J.j. Allaire
  • Publisher : Pearson Professional
  • Release Date : 2018
  • Total pages : 360
  • ISBN : 0262537559
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Summary : Introduces deep learning systems using the powerful Keras library and its R language interface. The book builds your understanding of deep learning through intuitive explanations and practical examples....

Deep Learning for Vision Systems

Deep Learning for Vision Systems
  • Author : Mohamed Elgendy
  • Publisher : Manning Publications
  • Release Date : 2020-11-10
  • Total pages : 480
  • ISBN : 0262537559
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Summary : How does the computer learn to understand what it sees? Deep Learning for Vision Systems answers that by applying deep learning to computer vision. Using only high school algebra, this book illuminates the concepts behind visual intuition. You'll understand how to use deep learning architectures to build vision system applications ...

MATLAB Deep Learning

MATLAB Deep Learning
  • Author : Phil Kim
  • Publisher : Apress
  • Release Date : 2017-06-15
  • Total pages : 151
  • ISBN : 0262537559
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Summary : Get started with MATLAB for deep learning and AI with this in-depth primer. In this book, you start with machine learning fundamentals, then move on to neural networks, deep learning, and then convolutional neural networks. In a blend of fundamentals and applications, MATLAB Deep Learning employs MATLAB as the underlying ...

Python Deep Learning

Python Deep Learning
  • Author : Ivan Vasilev,Daniel Slater,Gianmario Spacagna,Peter Roelants,Valentino Zocca
  • Publisher : Packt Publishing Ltd
  • Release Date : 2019-01-16
  • Total pages : 386
  • ISBN : 0262537559
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Summary : Learn advanced state-of-the-art deep learning techniques and their applications using popular Python libraries Key Features Build a strong foundation in neural networks and deep learning with Python libraries Explore advanced deep learning techniques and their applications across computer vision and NLP Learn how a computer can navigate in complex environments ...

Deep Learning for Search

Deep Learning for Search
  • Author : Tommaso Teofili
  • Publisher : Unknown
  • Release Date : 2018-07-28
  • Total pages : 325
  • ISBN : 0262537559
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Summary : Deep Learning for Search teaches readers how to leverage neural networks, NLP, and deep learning techniques to improve search performance. Deep Learning for Search teaches readers how to improve the effectiveness of your search by implementing neural network-based techniques. By the time their finished, they'll be ready to build amazing ...

Deep Learning and the Game of Go

Deep Learning and the Game of Go
  • Author : Max Pumperla,Kevin Ferguson
  • Publisher : Manning Publications
  • Release Date : 2019-01-06
  • Total pages : 325
  • ISBN : 0262537559
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Summary : It's nearly impossible to build a competent Go-playing machine using conventional programming techniques, let alone have it win. By applying advanced AI techniques, in particular deep learning and reinforcement learning, users can train their Go-bot in the rules and tactics of the game. Deep Learning and the Game of Go ...

Deep Learning with Python

Deep Learning with Python
  • Author : Francois Chollet
  • Publisher : Manning Publications
  • Release Date : 2017-10-28
  • Total pages : 384
  • ISBN : 0262537559
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Summary : Summary Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher Fran�ois Chollet, this book builds your understanding through intuitive explanations and practical examples. Purchase of the print book includes a free ...

Deep Reinforcement Learning in Action

Deep Reinforcement Learning in Action
  • Author : Alexander Zai,Brandon Brown
  • Publisher : Manning Publications
  • Release Date : 2020-04-28
  • Total pages : 325
  • ISBN : 0262537559
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Summary : Summary Humans learn best from feedback—we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences. This reinforcement process can be applied to computer programs allowing them to solve more complex problems that classical programming cannot. Deep Reinforcement Learning in Action teaches ...

Deep Learning with Python

Deep Learning with Python
  • Author : Chao Pan
  • Publisher : Createspace Independent Publishing Platform
  • Release Date : 2016-06-14
  • Total pages : 124
  • ISBN : 0262537559
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Summary : ***** BUY NOW (will soon return to 24.77 $) *****Are you thinking of learning deep Learning using Python? (For Beginners Only) If you are looking for a beginners guide to learn deep learning, in just a few hours, this book is for you. From AI Sciences Publisher Our books may be the best ...

Deep Learning for Natural Language Processing

Deep Learning for Natural Language Processing
  • Author : Stephan Raaijmakers
  • Publisher : Manning Publications
  • Release Date : 2019-11-06
  • Total pages : 325
  • ISBN : 0262537559
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Summary : Humans do a great job of reading text, identifying key ideas, summarizing, making connections, and other tasks that require comprehension and context. Recent advances in deep learning make it possible for computer systems to achieve similar results. Deep Learning for Natural Language Processing teaches you to apply deep learning methods ...