HomeCoursesMastering Serverless Computing for Data Science

Intermediate

7h

Updated 4 months ago

Mastering Serverless Computing for Data Science

Explore serverless computing with AWS Lambda, deploy ML pipelines, and manage applications efficiently without infrastructure worries.
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Serverless computing makes the life of a developer easy by eliminating the pains of managing servers. You only need to write code—the serverless cloud services, such as AWS Lambda Functions, take care of infrastructure on their own. The Serverless framework provides easy to use commands and dashboards to make it even easier to use cloud services. In this course, you’ll learn what serverless computing is and how the Serverless framework works. You’ll then get hands-on experience developing and deploying an AWS Lambda Function. Next, you’ll learn how to provide additional libraries using Layers in AWS Lambda. Having covered the basics, you’ll then deploy an end-to-end machine learning pipeline to the AWS cloud with a serverless approach. Mastery over the serverless framework will give you the ability to focus on your machine learning problem and pipeline, instead of worrying about infrastructure management. This will help you get your machine learning applications to market faster and scale them seamlessly!
Serverless computing makes the life of a developer easy by eliminating the pains of managing servers. You only need to write cod...Show More

WHAT YOU'LL LEARN

An understanding of serverless computing
Mastery over the use of the Serverless framework in conjunction with the Amazon Web Services (AWS) cloud
The ability to dockerize a machine learning model
Hands-on experience building an end-to-end machine learning pipeline in AWS
Mastery over the use of AWS Lambda Functions and Step Functions in the context of data science
An understanding of serverless computing

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Content

3.

Serverless Architecture for Data Science

6 Lessons

Examine serverless architectures for data science applications using AWS tools and orchestration.

4.

Conclusion

1 Lessons

Find out about serverless application development for machine learning model serving using AWS.

5.

Appendix

3 Lessons

Solve problems in configuring AWS and Serverless environments for data science solutions.
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