Machine Learning with TensorFlow 1.x
Google’s TensorFlow is a game changer in
the world of machine learning. It has made
machine learning faster, simpler, and more
accessible than ever before. This book will
teach you how to easily get started with
machine learning using the power of Python
and TensorFlow 1.x.
Firstly, you’ll cover the basic installation
procedure and explore the capabilities
of TensorFlow 1.x. This is followed by
training and running the fi rst classifi er,
and coverage of the unique features of the
library including data fl ow graphs, training,
and the visualization of performance with
TensorBoard—all within an example-rich
context using problems from multiple
industries. You’ll be able to further explore
text and image analysis, and be introduced
to CNN models and their setup in
TensorFlow 1.x. Next, you’ll implement a
complete real-life production system from
training to serving a deep learning model. As
you advance you’ll learn about Amazon Web
Services (AWS) and create a deep neural
network to solve a video action recognition
problem. Lastly, you’ll convert the Caffe
model to TensorFlow and be introduced
to the high-level TensorFlow library,
TensorFlow-Slim.
By the end of this book, you will be geared
up to take on any challenges of implementing
TensorFlow 1.x in your machine learning
environment.
Things you will learn:
• Explore how to use different machine
learning models to ask different
questions of your data
• Learn how to build deep neural
networks using TensorFlow 1.x
• Cover key tasks such as clustering,
sentiment analysis, and regression
analysis using TensorFlow 1.x
• Find out how to write clean and
elegant Python code that will optimize
the strength of your algorithms
• Discover how to embed your machine
learning model in a web application
for increased accessibility
• Learn how to use multiple GPUs for
faster training using AWS
www.packtpub.com
Machine Learning with TensorFlow 1.x
Quan Hua, Shams Ul Azeem, Saif Ahmed
Second generation machine learning with Google’s
brainchild – TensorFlow 1.x
Machine
Learning with
TensorFlow 1.x
Quan Hua, Shams Ul Azeem, Saif Ahmed
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