Deep Learning for Dummies
- 6h
- John Paul Mueller, Luca Massaron
- John Wiley & Sons (US)
- 2019
Take a deep dive into deep learning
Deep learning provides the means for discerning patterns in the data that drive online business and social media outlets. Deep Learning for Dummies gives you the information you need to take the mystery out of the topic—and all of the underlying technologies associated with it.
In no time, you’ll make sense of those increasingly confusing algorithms, and find a simple and safe environment to experiment with deep learning. The book develops a sense of precisely what deep learning can do at a high level and then provides examples of the major deep learning application types.
- Includes sample code
- Provides real-world examples within the approachable text
- Offers hands-on activities to make learning easier
- Shows you how to use Deep Learning more effectively with the right tools
This book is perfect for those who want to better understand the basis of the underlying technologies that we use each and every day.
About the Authors
John Paul Mueller is the author of over 100 books including AI for Dummies, Python for Data Science for Dummies, Machine Learning for Dummies, and Algorithms for Dummies.
Luca Massaron is a data scientist who interprets big data and transforms it into smart data by means of the simplest and most effective data mining and machine learning techniques. He is a Google Developer Expert (GDE) in machine learning.
In this Book
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Introduction
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Introducing Deep Learning
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Introducing the Machine Learning Principles
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Getting and Using Python
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Leveraging a Deep Learning Framework
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Reviewing Matrix Math and Optimization
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Laying Linear Regression Foundations
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Introducing Neural Networks
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Building a Basic Neural Network
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Moving to Deep Learning
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Explaining Convolutional Neural Networks
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Introducing Recurrent Neural Networks
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Performing Image Classification
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Learning Advanced CNNs
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Working on Language Processing
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Generating Music and Visual Art
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Building Generative Adversarial Networks
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Playing with Deep Reinforcement Learning
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Ten Applications That Require Deep Learning
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Ten Must-Have Deep Learning Tools
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Ten Types of Occupations That Use Deep Learning
