End Run

Practical Deep Learning

Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects. If you’ve been curious about artificial intelligence and machine learning but didn’t know where to start, this is the book you’ve been waiting for. Focusing on the subfield of machine learning known as deep learning, it explains core concepts and gives you the foundation you need to start building your own models. Rather than simply outlining recipes for using existing toolkits, Practical Deep Learning teaches you the why of deep learning and will inspire you to explore further. All you need is basic familiarity with computer programming and high school math—the book will cover the rest. After an introduction to Python, you’ll move through key topics like how to build a good training dataset, work with the scikit-learn and Keras libraries, and evaluate your models’ performance. You’ll also learn: How to use classic machine learning models like k-Nearest Neighbors, Random Forests, and Support Vector Machines How neural networks work and how they’re trained How to use convolutional neural networks How to develop a successful deep learning model from scratch You’ll conduct experiments along the way, building to a final case study that incorporates everything you’ve learned. The perfect introduction to this dynamic, ever-expanding field, Practical Deep Learning will give you the skills and confidence to dive into your own machine learning projects.

Mobile Data Terminals

Flash Catalyst CS5 Bible

Learn to use the new Flash Catalyst to create rich Internet applications Adobe Flash Catalyst enables you to take designs from Photoshop and Illustrator and convert them into rich Flash-based applications—without writing or even understanding one line of code. It may sound too good to be true, but this helpful reference shows you how to leverage the Flash skills you already have in order to convert your ideas into functioning applications. You’ll explore everything from the basics of the Flex framework to using Flash Builder to complete conversion of an application. Shows you how to use the eagerly anticipated Flash Catalyst to convert assets from Illustrator and Photoshop directly into Flex components without ever needing to write code Reviews the basics of the Flex framework and rich Internet applications Demonstrates how to import comps and assets into Flash Builder in order to create an application Convert your ideas from design into functioning applications—and avoid writing complex code—with this authoritative resource.