AWS Certified Machine Learning: Data Pipelines & Workflows
Amazon Web Services 2021
| Intermediate
- 12 Videos | 40m 46s
- Includes Assessment
- Earns a Badge
Creating a data pipeline is essential to making any data-related product. AWS Data Pipeline, AWS Batch, and AWS Workflow frameworks allow you to manage data using ETL data management across various AWS tools and services, making AWS a perfect platform for combining data from multiple sources. In this course, you'll learn how to automate data movement and transformation processes on AWS and define data-driven pipelines and workflows. Investigating how data pipelines enable seamless, scalable, and fault-tolerant data transfer between AWS storage and computational tools helps illuminate the full potential of AWS in machine learning. By the end of this course, you'll have a working knowledge of the most common use cases of AWS Data Pipeline, AWS Batch, and AWS Workflow, bringing you closer to being fully prepared for the AWS Certified Machine Learning - Specialty certification exam.
WHAT YOU WILL LEARN
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discover the key concepts covered in this coursedescribe how AWS data pipelines work and name their main benefitsconfiguring an AWS Data Pipeline application using the AWS consolecompare the functionalities of AWS Data Pipeline and AWS Gluedescribe the functionality of AWS Batch and its main benefitsspecify real-world use cases of AWS Batch
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describe how AWS Step Functions works and name the principles behind workflow designspecify real-world use cases of AWS Step Functionswork with AWS Step Functions to manage a batch jobdescribe how real-time and video data engineering pipelines workdescribe how batch processing and analytics data engineering pipelines worksummarize the key concepts covered in this course
IN THIS COURSE
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1.Course Overview1m 3sUP NEXT
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2.What Is AWS Data Pipeline?3m 25s
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3.Configuring AWS Data Pipeline12m 26s
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4.AWS Data Pipeline vs. AWS Glue2m 52s
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5.What Is AWS Batch?2m 11s
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6.AWS Batch Use Cases2m
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7.What Is AWS Step Functions?2m 6s
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8.AWS Step Functions Use Cases1m 48s
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9.Working with AWS Batch and Step Functions7m 54s
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10.Real-time and Video Data Pipelines2m 22s
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11.Batch Processing and Analytics Pipelines1m 58s
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12.Course Summary41s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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