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Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms


With the reinvigoration of neural networks in the 2000s, deep learning has become an extremely active area of research, one that’s paving the way for modern machine learning. In this practical book, author Nikhil Buduma provides examples and clear explanations to guide you through major concepts of this complicated field.

Companies such as Google, Microsoft, and Facebook are actively growing in-house deep-learning teams. For the rest of us, however, deep learning is still a pretty complex and difficult subject to grasp. If you’re familiar with Python, and have a background in calculus, along with a basic understanding of machine learning, this book will get you started.

  • Examine the foundations of machine learning and neural networks
  • Learn how to train feed-forward neural networks
  • Use TensorFlow to implement your first neural network
  • Manage problems that arise as you begin to make networks deeper
  • Build neural networks that analyze complex images
  • Perform effective dimensionality reduction using autoencoders
  • Dive deep into sequence analysis to examine language
  • Understand the fundamentals of reinforcement learning
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Fast Algorithms for Signal Processing
Fast Algorithms for Signal Processing

Efficient signal processing algorithms are important for embedded and power-limited applications since, by reducing the number of computations, power consumption can be reduced significantly. Similarly, efficient algorithms are also critical to very large scale applications such as video processing and four-dimensional medical imaging. This...

.NET Framework Essentials (2nd Edition)
.NET Framework Essentials (2nd Edition)
Fully updated for Microsoft's official release, .NET Framework Essentials, 2nd Edition is an objective, concise, and technical overview of the new Microsoft .NET Framework for developing web applications and services.

Specifically written for intermediate to advanced VB, C/C++, Java, and Delphi developers, .NET Framework...

Introduction to Piecewise Differentiable Equations (SpringerBriefs in Optimization)
Introduction to Piecewise Differentiable Equations (SpringerBriefs in Optimization)

This brief provides an elementary introduction to the theory of piecewise differentiable functions with an emphasis on differentiable equations. In the first chapter, two sample problems are used to motivate the study of this theory. The presentation is then developed using two basic tools for the analysis of piecewise differentiable...

Head First C# (Brain-Friendly Guides)
Head First C# (Brain-Friendly Guides)
Do you want to learn C#? Programmers around the world have learned that C# lets them design great-looking programs and build them fast. With C#, you ve got a powerful programming language and a valuable tool at your fingertips. And with the Visual Studio IDE, you ll never have to spend hours writing obscure code just to get a button...
MCDST Self-Paced Training Kit (Exam 70-271): Supporting Users and Troubleshooting a Microsoft  Windows  XP Operating System (Pro - Certification)
MCDST Self-Paced Training Kit (Exam 70-271): Supporting Users and Troubleshooting a Microsoft Windows XP Operating System (Pro - Certification)

Announcing an all-new MCDST TRAINING KIT designed to help maximize your performance on EXAM 70-271, one of two required exams for the new Microsoft Desktop Support Technician Certification. This kit packs the tools and features exam candidates want most—including in-depth, self-paced training based on final exam content; rigorous,...

How to Do Everything with Your Web 2.0 Blog
How to Do Everything with Your Web 2.0 Blog
Got a blog? Want one? Feel like you need one but you’re not sure where to start? Whatever the case, I’d suggest flipping through this book and seeing what you might be able to learn on this little journey through the latest and greatest in blogging. Yes, “Web 2.0” is at least 25 percent marketing term and 25 percent Internet...
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