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Mastering Machine Learning on AWS

You're reading from   Mastering Machine Learning on AWS Advanced machine learning in Python using SageMaker, Apache Spark, and TensorFlow

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Product type Paperback
Published in May 2019
Publisher Packt
ISBN-13 9781789349795
Length 306 pages
Edition 1st Edition
Languages
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Authors (2):
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Maximo Gurmendez Maximo Gurmendez
Author Profile Icon Maximo Gurmendez
Maximo Gurmendez
Dr. Saket S.R. Mengle Dr. Saket S.R. Mengle
Author Profile Icon Dr. Saket S.R. Mengle
Dr. Saket S.R. Mengle
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Toc

Table of Contents (24) Chapters Close

Preface 1. Section 1: Machine Learning on AWS FREE CHAPTER
2. Getting Started with Machine Learning for AWS 3. Section 2: Implementing Machine Learning Algorithms at Scale on AWS
4. Classifying Twitter Feeds with Naive Bayes 5. Predicting House Value with Regression Algorithms 6. Predicting User Behavior with Tree-Based Methods 7. Customer Segmentation Using Clustering Algorithms 8. Analyzing Visitor Patterns to Make Recommendations 9. Section 3: Deep Learning
10. Implementing Deep Learning Algorithms 11. Implementing Deep Learning with TensorFlow on AWS 12. Image Classification and Detection with SageMaker 13. Section 4: Integrating Ready-Made AWS Machine Learning Services
14. Working with AWS Comprehend 15. Using AWS Rekognition 16. Building Conversational Interfaces Using AWS Lex 17. Section 5: Optimizing and Deploying Models through AWS
18. Creating Clusters on AWS 19. Optimizing Models in Spark and SageMaker 20. Tuning Clusters for Machine Learning 21. Deploying Models Built in AWS 22. Other Books You May Enjoy Appendix: Getting Started with AWS

Introducing Amazon SageMaker for image classification

The field of data science has been revolutionized due to services such as Tensorflow and SageMaker. Complex algorithms, such as deep learning, were only accessible to large corporations and research labs in the past. However, thanks to services such as SageMaker, anyone who can write code to call these services can train and use sophisticated machine learning algorithms. This has enabled teenagers, with a working knowledge of machine learning, to create applications that can perform complex machine learning tasks. You have the power to perform machine learning tasks at the same level as the world's top scientists by accessing state-of-the-art machine learning models in the SageMaker marketplace.

Amazon SageMaker offers a large number of algorithms that data scientists can use to train their machine learning models, and...

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