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An Intuitive Exploration of Artificial Intelligence : Theory and Applications of Deep Learning / by Simant Dube.

SpringerLink Books Computer Science (2011-2024) Available online

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Format:
Book
Author/Creator:
Dube, Simant., Author.
Contributor:
SpringerLink (Online service)
Series:
Computer Science (SpringerNature-11645)
Language:
English
Subjects (All):
Artificial intelligence.
Machine learning.
Multiagent systems.
Pattern recognition systems.
Artificial Intelligence.
Machine Learning.
Multiagent Systems.
Automated Pattern Recognition.
Local Subjects:
Artificial Intelligence.
Machine Learning.
Multiagent Systems.
Automated Pattern Recognition.
Physical Description:
1 online resource (XXII, 352 pages) : 76 illustrations, 72 illustrations in color.
Edition:
1st ed. 2021.
Contained In:
Springer Nature eBook
Place of Publication:
Cham : Springer International Publishing : Imprint: Springer, 2021.
System Details:
text file PDF
Summary:
This book develops a conceptual understanding of Artificial Intelligence (AI), Deep Learning and Machine Learning in the truest sense of the word. It is an earnest endeavor to unravel what is happening at the algorithmic level, to grasp how applications are being built and to show the long adventurous road in the future. An Intuitive Exploration of Artificial Intelligence offers insightful details on how AI works and solves problems in computer vision, natural language understanding, speech understanding, reinforcement learning and synthesis of new content. From the classic problem of recognizing cats and dogs, to building autonomous vehicles, to translating text into another language, to automatically converting speech into text and back to speech, to generating neural art, to playing games, and the author's own experience in building solutions in industry, this book is about explaining how exactly the myriad applications of AI flow out of its immense potential.
Contents:
Part I, Foundations
AI Sculpture
Make Me Learn
Images and Sequences
Why AI Works
Learning to Sculpt
Unleashing the Power of Generation
The Road Most Rewarded
The Classical World
Part II, Applications
To See is to Believe
Read, Read, Read
Lend Me Your Ear
Create Your Shire and Rivendell
Math to Code to Petaflops
AI and Business
Part III, Road Ahead
Keep Marching on
Benevolent AI for All
Am I Looking at Myself?
App. A, Solutions
Further Reading
Acronyms
Glossary
References
Index.
Other Format:
Printed edition:
ISBN:
978-3-030-68624-6
9783030686246
Access Restriction:
Restricted for use by site license.

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