Deep Learning with Python /
Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of eng...
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| Format: | text |
| Language: | eng |
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Shelter Island, New York : Manning Publications Co.,
[201
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| author | Chollet, François, author 638883 |
| author_facet | Chollet, François, author 638883 |
| author_sort | Chollet, François, author 638883 |
| collection | OCEAN |
| description | Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. 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 François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects. |
| first_indexed | 2024-03-05T16:48:48Z |
| format | text |
| id | KOHA-OAI-TEST:594488 |
| institution | Universiti Teknologi Malaysia - OCEAN |
| language | eng |
| last_indexed | 2024-03-05T16:48:48Z |
| publishDate | [201 |
| publisher | Shelter Island, New York : Manning Publications Co., |
| record_format | dspace |
| spelling | KOHA-OAI-TEST:5944882022-01-31T03:27:31ZDeep Learning with Python / Chollet, François, author 638883 textShelter Island, New York : Manning Publications Co.,[2018]©2018engMachine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. 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 François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects.Includes bibliographical references and index.PART 1 - FUNDAMENTALS OF DEEP LEARNING: 1. What is deep learning? 2. Before we begin: the mathematical building blocks of neural networks 3. Getting started with neural networks 4. Fundamentals of machine learning -- PART 2 - DEEP LEARNING IN PRACTICE: 5. Deep learning for computer vision 6. Deep learning for text and sequences 7. Advanced deep-learning best practices 8. Generative deep learning 9. Conclusions.Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. 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 François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects.PSZ_JBPython (Computer program language)Machine learningNeural networks (Computer science)URN:ISBN:1617294438URN:ISBN:9781617294433 |
| spellingShingle | Python (Computer program language) Machine learning Neural networks (Computer science) Chollet, François, author 638883 Deep Learning with Python / |
| title | Deep Learning with Python / |
| title_full | Deep Learning with Python / |
| title_fullStr | Deep Learning with Python / |
| title_full_unstemmed | Deep Learning with Python / |
| title_short | Deep Learning with Python / |
| title_sort | deep learning with python |
| topic | Python (Computer program language) Machine learning Neural networks (Computer science) |
| work_keys_str_mv | AT cholletfrancoisauthor638883 deeplearningwithpython |