Deep Learning with R

Deep Learning with R
by: Francois Chollet – J. J. Allaire
ISBN-10: 161729554X
ISBN-13: 9781617295546
Edition 版本: 1
Released: 2018-02-09
Pages: 360
Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. The book builds your understanding of deep learning through intuitive explanations and practical examples.
Machine learning has made remarkable progress in recent years. Deep-learning systems now enable previously impossible smart applications,revolutionizing image recognition and natural-language processing,and identifying complex patterns in data. The Keras deep-learning library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep-learning tasks.
Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. Initially written for Python as Deep Learning with Python by Keras creator and Google AI researcher François Chollet and adapted for R by RStudio founder J. J. Allaire,this book builds your understanding of deep learning through intuitive explanations and practical examples. You’ll practice your new skills with R-based applications in computer vision,natural-language processing,and generative models.
What’s Inside
Deep learning from first principles
Setting up your own deep-learning environment
Image classification and generation
Deep learning for text and sequences
About the Reader
You’ll need intermediate R programming skills. No previous experience with machine learning or deep learning is assumed.