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Practical Deep Learning by Ronald T. Kneusel
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Practical Deep Learning

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Practical Deep Learning by Ronald T. Kneusel
Paperback $59.95
Feb 23, 2021 | ISBN 9781718500747

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  • $59.95

    Feb 23, 2021 | ISBN 9781718500747

    Buy from Other Retailers:

  • Mar 16, 2021 | ISBN 9781718500754

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Product Details

Praise

Practical Deep Learning with Python is the perfect book for someone looking to break into deep learning. This book achieves an ideal balance between explaining prerequisite introductory material and exploring nuanced subtleties of the methods described. The reader will come away with a solid foundational understanding of the content as well as the practical knowledge required to apply the methods to real-world problems. Deep learning will continue to enable many breakthroughs in artificial intelligence applications and this book covers all that is needed to springboard into this exciting field.”
—Matt Wilder, longtime neural network practitioner and owner of Wilder AI, a deep learning consulting company

“Kneusel’s book tackles machine learning (classification) fantastically, helping anyone with an interest to learn and turning that interest into a skillset for future machine learning projects.”
–GeekDude, GeekTechStuff

Table Of Contents

Foreword by Michael C. Mozer, PhD
Acknowledgments
Introduction
Chapter 1: Getting Started
Chapter 2: Using Python
Chapter 3: Using NumPy
Chapter 4: Working With Data
Chapter 5: Building Datasets
Chapter 6: Classical Machine Learning
Chapter 7: Experiments with Classical Models
Chapter 8: Introduction to Neural Networks
Chapter 9: Training A Neural Network
Chapter 10: Experiments with Neural Networks
Chapter 11: Evaluating Models
Chapter 12: Introduction to Convolutional Neural Networks
Chapter 13: Experiments with Keras and MNIST
Chapter 14: Experiments with CIFAR-10
Chapter 15: A Case Study: Classifying Audio Samples
Chapter 16: Going Further
Index

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