Hands-on artificial intelligence on Amazon Web Services : decrease the time to market for AI and ML applications with the power of AWS / Subhashini Tripuraneni ; Charles Song

AI in AWS covers primarily two broad topics - a) how to leverage readily available AI/ML APIs and b) how to build, train and deploy ML models from scratch, to solve diverse business problems, such as demand forecasting, image classification, topic modeling, speech and text recognition.

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Bibliographic Details
Main Authors: Tripuraneni, Subhashini (Author), Song, Charles (Author)
Format: eBook
Language:English
Published: Birmingham : Packt Publishing, Limited, 2019
Subjects:
Online Access:Click for online access

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245 1 0 |a Hands-on artificial intelligence on Amazon Web Services :  |b decrease the time to market for AI and ML applications with the power of AWS /  |c Subhashini Tripuraneni ; Charles Song 
264 1 |a Birmingham :  |b Packt Publishing, Limited,  |c 2019 
300 |a 1 online resource (vi, 412 pages) :  |b black and white illustrations 
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520 |a AI in AWS covers primarily two broad topics - a) how to leverage readily available AI/ML APIs and b) how to build, train and deploy ML models from scratch, to solve diverse business problems, such as demand forecasting, image classification, topic modeling, speech and text recognition. 
505 0 |a Section 1: Introduction and anatomy of a modern AI -- Chapter 1: Introduction to artificial intelligence on Amazon Web Services -- Chapter 2: Anatomy of a modern AI application -- Section 2: Building applications with AWS AI -- Chapter 3: Detecting and translating text with Amazon Rekognition -- Chapter 4: Performing speech-to-text and vice versa with Amazon transcribe and Polly -- Chapter 5: Extracting information from text with Amazon comprehend -- Chapter 6: Building a voice chatbot with Amazon Lex -- Section 3: Training machine learning models with Amazon SageMaker -- Chapter 7: Working with Amazon Sagemaker -- Chapter 8 : Creating machine learning inference pipelines -- Chapter 9 : Discovering topics in text collection -- Chapter 10: Classifying images using Amazon Sagemaker -- Chapter 11: Sales forecasting with Deep Learning and Auto Regression -- Section 4: Machine learning model monitoring and governance -- Chapter 12: Model accuracy degradation and feedback loops. 
610 2 0 |a Amazon Web Services (Firm) 
610 2 7 |a Amazon Web Services (Firm)  |2 fast 
650 0 |a Machine learning. 
650 7 |a Distributed systems.  |2 bicssc 
650 7 |a Mathematical theory of computation.  |2 bicssc 
650 7 |a Machine learning.  |2 bicssc 
650 7 |a Artificial intelligence.  |2 bicssc 
650 7 |a Computers  |x Machine Theory.  |2 bisacsh 
650 7 |a Computers  |x Systems Architecture  |x Distributed Systems & Computing.  |2 bisacsh 
650 7 |a Computers  |x Intelligence (AI) & Semantics.  |2 bisacsh 
650 7 |a Machine learning  |2 fast 
700 1 |a Song, Charles,  |e author 
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