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You're reading from  Serverless Machine Learning with Amazon Redshift ML

Product typeBook
Published inAug 2023
Reading LevelBeginner
PublisherPackt
ISBN-139781804619285
Edition1st Edition
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Authors (4):
Debu Panda
Debu Panda
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Debu Panda

Debu Panda, a Senior Manager, Product Management at AWS, is an industry leader in analytics, application platform, and database technologies, and has more than 25 years of experience in the IT world. Debu has published numerous articles on analytics, enterprise Java, and databases and has presented at multiple conferences such as re:Invent, Oracle Open World, and Java One. He is lead author of the EJB 3 in Action (Manning Publications 2007, 2014) and Middleware Management (Packt, 2009).
Read more about Debu Panda

Phil Bates
Phil Bates
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Phil Bates

Phil Bates is a Senior Analytics Specialist Solutions Architect at AWS. He has more than 25 years of experience implementing large-scale data warehouse solutions. He is passionate about helping customers through their cloud journey and leveraging the power of ML within their data warehouse.
Read more about Phil Bates

Bhanu Pittampally
Bhanu Pittampally
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Bhanu Pittampally

Bhanu Pittampally is Analytics Specialist Solutions Architect at Amazon Web Services. His background is in data and analytics and is in the field for over 16 years. He currently lives in Frisco, TX with his wife Kavitha and daughters Vibha and Medha.
Read more about Bhanu Pittampally

Sumeet Joshi
Sumeet Joshi
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Sumeet Joshi

Sumeet Joshi is an Analytics Specialist Solutions Architect based out of New York. He specializes in building large-scale data warehousing solutions. He has over 17 years of experience in the data warehousing and analytical space.
Read more about Sumeet Joshi

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Introduction to deep learning

Deep learning is a type of artificial intelligence (AI) that uses algorithms to analyze and learn data to draw output similar to the way humans do. Deep learning can leverage both supervised and unsupervised learning using artificial neural networks (ANNs). In deep learning, a set of outputs is generated from the input layers using a feedforward ANN called an MLP. The MLP utilizes backpropagation to feed the errors from the outputs back into the layers to compute one layer at a time and iterates until the model has learned the patterns and relationships in the input data to arrive at a specific output.

Feature learning is a set of techniques where the machine uses raw data to derive the characteristics of a class in the data to derive a specific task at hand. Deep learning models use feature learning efficiently to learn complex, redundant, and variable input data and classify the specified task. Thus, it eliminates the need for manual feature engineering...

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Serverless Machine Learning with Amazon Redshift ML
Published in: Aug 2023Publisher: PacktISBN-13: 9781804619285

Authors (4)

author image
Debu Panda

Debu Panda, a Senior Manager, Product Management at AWS, is an industry leader in analytics, application platform, and database technologies, and has more than 25 years of experience in the IT world. Debu has published numerous articles on analytics, enterprise Java, and databases and has presented at multiple conferences such as re:Invent, Oracle Open World, and Java One. He is lead author of the EJB 3 in Action (Manning Publications 2007, 2014) and Middleware Management (Packt, 2009).
Read more about Debu Panda

author image
Phil Bates

Phil Bates is a Senior Analytics Specialist Solutions Architect at AWS. He has more than 25 years of experience implementing large-scale data warehouse solutions. He is passionate about helping customers through their cloud journey and leveraging the power of ML within their data warehouse.
Read more about Phil Bates

author image
Bhanu Pittampally

Bhanu Pittampally is Analytics Specialist Solutions Architect at Amazon Web Services. His background is in data and analytics and is in the field for over 16 years. He currently lives in Frisco, TX with his wife Kavitha and daughters Vibha and Medha.
Read more about Bhanu Pittampally

author image
Sumeet Joshi

Sumeet Joshi is an Analytics Specialist Solutions Architect based out of New York. He specializes in building large-scale data warehousing solutions. He has over 17 years of experience in the data warehousing and analytical space.
Read more about Sumeet Joshi