Machine learning with AWS : explore the power of cloud services for your machine learning and artificial intelligence projects /
Jackovich, Jeffrey.
Machine learning with AWS : explore the power of cloud services for your machine learning and artificial intelligence projects / Jeffrey Jackovich, Ruze Richards. - Birmingham : Packt Publishing Ltd, 2018. - 1 online resource (254 pages)
Intro; Preface; Introduction to Amazon Web Services; Introduction; What is AWS?; What is Machine Learning?; What is Artificial Intelligence?; What is Amazon S3?; Why use S3?; The Basics of Working on AWS with S3; AWS Free-Tier Account; Importing and Exporting Data into S3; How S3 Differs from a Filesystem; Core S3 Concepts; S3 Operations; Data Replication; REST Interface; Exercise 1: Using the AWS Management Console to Create an S3 Bucket; Exercise 2: Importing and Exporting the File with your S3 Bucket; AWS Command-Line Interface (CLI); Exercise 3: Configuring the Command-Line Interface. Command Line-Interface (CLI) UsageRecursion and Parameters; Activity 1: Importing and Exporting the Data into S3 with the CLI; Using the AWS Console to Identify Machine Learning Services; Exercise 4: Navigating the AWS Management Console; Activity 2: Testing the Amazon Comprehend's API Features; Summary; SummarizingText Documents Using NLP; Introduction; What is Natural Language Processing?; Using Amazon Comprehend to Inspect Text and Determine the Primary Language; Exercise 5: Detecting the Dominant Language Using the Command-Line Interface in a text document. Exercise 6: Detecting the Dominant Language in Multiple Documents by Using the Command-Line Interface (CLI)Extracting Information in a Set of Documents; Detecting Named Entities -- AWS SDK for Python (boto3); DetectEntites -- Input and Output; Exercise 7: Determining the Named Entities in a Document; DetectEntities in a Set of Documents (Text Files); Detecting Key Phrases; Exercise 8: Determining the Key Phrase Detection.; Detecting Sentiments; Exercise 9: Detecting Sentiment Analysis; Setting up a Lambda function and Analyzing Imported Text Using Comprehend; What is AWS Lambda? What does AWS Lambda do?Lambda Function Anatomy; Exercise 10: Setting up a Lambda function for S3; Exercise 11: Configuring the Trigger for an S3 Bucket; Exercise 12: Assigning Policies to S3_trigger to Access Comprehend; Activity 3: Integrating Lambda with Amazon Comprehend to Perform Text Analysis; Summary; Perform Topic Modeling and Theme Extraction; Introduction; Extracting and Analyzing Common Themes; Topic Modeling with Latent Dirichlet Allocation (LDA); Basic LDA example; Why Use LDA?; Amazon Comprehend-Topic Modeling Guidelines; Exercise 13: Topic Modeling of a Known Topic Structure. Exercise 14: Performing Known Structure AnalysisActivity 4: Perform Topic Modeling on a Set of Documents with Unknown Topics; Summary; Creating a Chatbot with Natural Language; Introduction; What is a Chatbot?; The Business Case for Chatbots; What is Natural Language Understanding?; Core Concepts in a Nutshell; Setting Up with Amazon Lex; Introduction; Exercise 15: Creating a Sample Chatbot to Order Flowers; Creating a Custom Chatbot; A Bot Recognizing an Intent and Filling a Slot; Exercise 16: Creating a Bot that will Recognize an Intent and Fill a Slot; Natural Language Understanding Engine. Lambda Function -- Implementation of Business Logic.
In this book, you will learn about the various artificial intelligence and machine learning services available on AWS. Through practical hands-on exercises, you'll learn how to use these services to generate impressive results. By the end of this book, you will have a basic understanding of how to use a wide range of AWS services in your own ...
9781789809572 (electronic bk.) 1789809576 (electronic bk.)
Amazon.com (Firm)
Amazon.com (Firm)
Web services.
Cloud computing.
Machine learning.
Artificial intelligence.
Services Web.
Infonuagique.
Apprentissage automatique.
Intelligence artificielle.
artificial intelligence.
COMPUTERS--Cloud Computing.
COMPUTERS--Web--Web Services & APIs.
Artificial intelligence.
Cloud computing.
Machine learning.
Web services.
Electronic books.
Electronic books.
TK5105.88813
006.78
Machine learning with AWS : explore the power of cloud services for your machine learning and artificial intelligence projects / Jeffrey Jackovich, Ruze Richards. - Birmingham : Packt Publishing Ltd, 2018. - 1 online resource (254 pages)
Intro; Preface; Introduction to Amazon Web Services; Introduction; What is AWS?; What is Machine Learning?; What is Artificial Intelligence?; What is Amazon S3?; Why use S3?; The Basics of Working on AWS with S3; AWS Free-Tier Account; Importing and Exporting Data into S3; How S3 Differs from a Filesystem; Core S3 Concepts; S3 Operations; Data Replication; REST Interface; Exercise 1: Using the AWS Management Console to Create an S3 Bucket; Exercise 2: Importing and Exporting the File with your S3 Bucket; AWS Command-Line Interface (CLI); Exercise 3: Configuring the Command-Line Interface. Command Line-Interface (CLI) UsageRecursion and Parameters; Activity 1: Importing and Exporting the Data into S3 with the CLI; Using the AWS Console to Identify Machine Learning Services; Exercise 4: Navigating the AWS Management Console; Activity 2: Testing the Amazon Comprehend's API Features; Summary; SummarizingText Documents Using NLP; Introduction; What is Natural Language Processing?; Using Amazon Comprehend to Inspect Text and Determine the Primary Language; Exercise 5: Detecting the Dominant Language Using the Command-Line Interface in a text document. Exercise 6: Detecting the Dominant Language in Multiple Documents by Using the Command-Line Interface (CLI)Extracting Information in a Set of Documents; Detecting Named Entities -- AWS SDK for Python (boto3); DetectEntites -- Input and Output; Exercise 7: Determining the Named Entities in a Document; DetectEntities in a Set of Documents (Text Files); Detecting Key Phrases; Exercise 8: Determining the Key Phrase Detection.; Detecting Sentiments; Exercise 9: Detecting Sentiment Analysis; Setting up a Lambda function and Analyzing Imported Text Using Comprehend; What is AWS Lambda? What does AWS Lambda do?Lambda Function Anatomy; Exercise 10: Setting up a Lambda function for S3; Exercise 11: Configuring the Trigger for an S3 Bucket; Exercise 12: Assigning Policies to S3_trigger to Access Comprehend; Activity 3: Integrating Lambda with Amazon Comprehend to Perform Text Analysis; Summary; Perform Topic Modeling and Theme Extraction; Introduction; Extracting and Analyzing Common Themes; Topic Modeling with Latent Dirichlet Allocation (LDA); Basic LDA example; Why Use LDA?; Amazon Comprehend-Topic Modeling Guidelines; Exercise 13: Topic Modeling of a Known Topic Structure. Exercise 14: Performing Known Structure AnalysisActivity 4: Perform Topic Modeling on a Set of Documents with Unknown Topics; Summary; Creating a Chatbot with Natural Language; Introduction; What is a Chatbot?; The Business Case for Chatbots; What is Natural Language Understanding?; Core Concepts in a Nutshell; Setting Up with Amazon Lex; Introduction; Exercise 15: Creating a Sample Chatbot to Order Flowers; Creating a Custom Chatbot; A Bot Recognizing an Intent and Filling a Slot; Exercise 16: Creating a Bot that will Recognize an Intent and Fill a Slot; Natural Language Understanding Engine. Lambda Function -- Implementation of Business Logic.
In this book, you will learn about the various artificial intelligence and machine learning services available on AWS. Through practical hands-on exercises, you'll learn how to use these services to generate impressive results. By the end of this book, you will have a basic understanding of how to use a wide range of AWS services in your own ...
9781789809572 (electronic bk.) 1789809576 (electronic bk.)
Amazon.com (Firm)
Amazon.com (Firm)
Web services.
Cloud computing.
Machine learning.
Artificial intelligence.
Services Web.
Infonuagique.
Apprentissage automatique.
Intelligence artificielle.
artificial intelligence.
COMPUTERS--Cloud Computing.
COMPUTERS--Web--Web Services & APIs.
Artificial intelligence.
Cloud computing.
Machine learning.
Web services.
Electronic books.
Electronic books.
TK5105.88813
006.78