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Book Description:Data pipelines are the foundation for success in data analytics and machine learning. Moving data from many diverse sources and processing it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today’s modern data stack.
You’ll learn common considerations and key decision points when implementing pipelines, such as data pipe...
Book Description:A practical guide to learning visual perception for self-driving cars for computer vision and autonomous system engineers
Key FeaturesExplore the building blocks of the visual perception system in self-driving cars
Identify objects and lanes to define the boundary of driving surfaces using open-source tools like OpenCV and Python
Improve the object detection and classification capabilities of systems with the help of neural networksBook Descripti...
Book Description:Learn Unity game development with C# through a series of practical projects ranging from building a simple 2D game to adding AR/VR experiences and machine learning capabilities in a simple yet effective way
Key FeaturesGain a high-level overview of the Unity game engine while building your own games portfolio
Discover best practices for implementing game animation, game physics, shaders, and effects
Create fully featured apps, including Space shoot...
Book Description:The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.
In this book, you will find detailed explanations of 30 patterns for data and problem representat...
Book Description:
Learn the fundamentals of Design Thinking and how to apply Design Thinking techniques in defining software development and AI solutions. Design Thinking is an approach to innovation which identifies problems and generates solution ideas that can be rapidly proven through prototyping.
Author:Robert Stackowiak
ISBN-10:1484261526
Year:2020
Pages:148
Language:English
File size:4.4 MB.download-info{background:#f2f2f2;margin:20px 0;font-size:90%}.down...
Book Description:
Explore artificial intelligence offerings by Microsoft Azure, along with its other services. This book will help you implement AI features in various Azure services to help build your organization and customers.
The book starts by introducing you to the Azure Cognitive Search service to create and use an application. You then will learn the built-in automatic tuning intelligence mechanism in Azure SQL Database. This is an important feature you can use to...
Book Description:
This book covers the key ideas that link probability, statistics, and machine learning illustrated using Python modules in these areas. The entire text, including all the figures and numerical results, is reproducible using the Python codes and their associated Jupyter/IPython notebooks, which are provided as supplementary downloads. The author develops key intuitions in machine learning by working meaningful examples using multiple analytical methods a...
Book Description:
Apply computer vision and machine learning concepts in developing business and industrial applications using a practical, step-by-step approach.
The book comprises four main sections starting with setting up your programming environment and configuring your computer with all the prerequisites to run the code examples. Section 1 covers the basics of image and video processing with code examples of how to manipulate and extract useful information from th...
Book Description:
Every other day we hear about new ways to put deep learning to good use: improved medical imaging, accurate credit card fraud detection, long range weather forecasting, and more. PyTorch puts these superpowers in your hands, providing a comfortable Python experience that gets you started quickly and then grows with you as you, and your deep learning skills, become more sophisticated.
Author:Eli Stevens
ISBN-10:1617295264
Year:2020
Pages:522
Lang...
Book Description:This book shows you how to build real-time image processing systems all the way through to house automation. Find out how you can develop a system based on small 32-bit ARM processors that gives you complete control through voice commands.
Real-time image processing systems are utilized in a wide variety of applications, such as in traffic monitoring systems, medical image processing, and biometric security systems. In Real-Time IoT Imaging with Deep Ne...
Book Description:
The big challenge for a successful AI project isn’t deciding which problems you can solve. It’s deciding which problems you should solve.
In Managing Successful AI Projects, author and AI consultant Veljko Krunic reveals secrets for succeeding in AI that he developed with Fortune 500 companies, early-stage startups, and other business across multiple industries.
Author:Veljko Krunic
ISBN-10:1617296937
Year:2020
Pages:259
Language:English
File size...
内容简介:深度卷积网络(DCNN)是目前十分流行的深度神经网络架构,它的构造清晰直观,效果引人入胜,在图像、视频、语音、语言领域都有广泛应用。
本书以AI领域新的技术研究和和实践为基础,从技术理论、工作原理、实践方法、架构技巧、训练方法、技术前瞻等6个维度对深度卷积网络进行了系统、深入、详细地讲解。
以实战为导向,深入分析AlphaGo和GAN的实现过程、技术原理、训练方法和应用细节,为读者依次揭开神经网络、卷积网络和深度卷积网络的神秘面纱,让读者了解AI的“思考过程”,以及与人类思维的相同...