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Practical Java Machine Learning - Projects with Google Cloud Platform and Amazon Web Services (Paperback, 1st ed.)
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Practical Java Machine Learning - Projects with Google Cloud Platform and Amazon Web Services (Paperback, 1st ed.)
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Build machine learning (ML) solutions for Java development. This
book shows you that when designing ML apps, data is the key driver
and must be considered throughout all phases of the project life
cycle. Practical Java Machine Learning helps you understand the
importance of data and how to organize it for use within your ML
project. You will be introduced to tools which can help you
identify and manage your data including JSON, visualization, NoSQL
databases, and cloud platforms including Google Cloud Platform and
Amazon Web Services. Practical Java Machine Learning includes
multiple projects, with particular focus on the Android mobile
platform and features such as sensors, camera, and connectivity,
each of which produce data that can power unique machine learning
solutions. You will learn to build a variety of applications that
demonstrate the capabilities of the Google Cloud Platform machine
learning API, including data visualization for Java; document
classification using the Weka ML environment; audio file
classification for Android using ML with spectrogram voice data;
and machine learning using device sensor data. After reading this
book, you will come away with case study examples and projects that
you can take away as templates for re-use and exploration for your
own machine learning programming projects with Java. What You Will
Learn Identify, organize, and architect the data required for ML
projects Deploy ML solutions in conjunction with cloud providers
such as Google and Amazon Determine which algorithm is the most
appropriate for a specific ML problem Implement Java ML solutions
on Android mobile devices Create Java ML solutions to work with
sensor data Build Java streaming based solutions Who This Book Is
For Experienced Java developers who have not implemented machine
learning techniques before.
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