An Intuitive Exploration of Artificial Intelligence
Theory and Applications of Deep Learning
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Beschreibung
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.
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.
Presents an intuitive and comprehensive view of AI, with emphasis on theory and applications of Deep Learning. Mathematical notation is simplified and various illustrations are used to convey concepts in an intuitive manner, making this suitable for anyone who wants to learn the fundamentals of AI Emphasizes both the theoretical and applied sides of AI and therefore will be able to meet different learning needs Builds a high-level, unifying, insightful, bird's eye view of a plethora of techniques based on deep neural networks and their numerous variations for different applications Request lecturer material: sn.pub/lecturer-material
Autor*in
Simant Dube
Themen in »An Intuitive Exploration of Artificial Intelligence«
Artificial Intelligence Machine Learning Deep Learning Neural Networks Natural Language Processing Image Classification Computer Vision Reinforcement Learning Ethical AI