HomeCoursesMastering Serverless Computing for Data Science

Intermediate

Updated 5 months ago

Mastering Serverless Computing for Data Science

Explore serverless computing with AWS Lambda, deploy ML pipelines, and manage applications efficiently without infrastructure worries.

Join 2.7 million developers at

Overview

Content

Reviews

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

Content

26 Lessons4 Quizzes

Basics of Serverless Computing

10 Lessons

Step through AWS Lambda to manage single-purpose, stateless functions with serverless applications.

Course Overview

Introduction

Serverless Implementation in AWS and the Serverless Framework

Hands-On: Deploy the Serverless Application and Inspect it in AWS

Multiple Lambda Functions - Configuring Providers and Plugins

Multiple Lambda Functions---Configuring Layers and Deployment

Hands-On: Multiple Lambda Functions Using Layers

Quiz: Serverless Computing

Exercise: Deploy the Basic HTTP API

Solution: Deploy the Basic HTTP API

ML Model Dockers in AWS Lambda

6 Lessons

Solve challenges with deploying ML models using Docker in AWS Lambda efficiently.

ML as a Service (MLaaS)

Custom ML Dockers Images in AWS Lambda

Hands-On: Custom ML Docker Images in AWS Lambda

Quiz: ML Model in AWS Lambda

Exercise: Train and Evaluate ML Model

Solution: Train and Evaluate ML Model

Serverless Architecture for Data Science

6 Lessons

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

Introduction

Example of a serverless ML Pipeline in AWS

Hands-On: Serverless ML Pipeline in AWS

Quiz: Serverless Architecture

Exercise: ML Model Using AWS Step Functions

Solution: ML Model Using AWS Step Functions

Conclusion

1 Lessons

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

Final Words

Appendix

3 Lessons

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

Resources

Installations and Credential Management

Are Things Working

Scalable Machine Learning Model for Accurate Predictions on AWS

Project

Premium

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Course Author:

Konrad Semsch

Developed by MAANG Engineers

Every Educative lesson is designed by our in-house team of ex-MAANG software engineers and PhD computer science educators, and developed in consultation with developers and data scientists working at Meta, Google, and more. Our mission is to get you hands-on with the necessary skills to stay ahead in a constantly changing industry. No video, no fluff. Just interactive, project-based learning with personalized feedback that adapts to your goals and experience.

Trusted by 2.7 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Software Developer

Carlos Matias La Borde

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Personalized Interview Prep

Skip the LeetCode grind with a custom roadmap that adapts to your goals. Hands-on practice for Coding Interviews, System Design, and more.

Mock Interviews

Test your skills in a simulated interview setting. Receive personalized feedback based on your performance. Available for Coding Interviews, System Design, and more.

AI Prompt

Build prompt engineering skills. Practice implementing AI-informed solutions.

Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Course

Running Serverless Applications with AWS Lambda

Become an AWS pro by learning to run serverless applications with AWS Lambda. Developed by AWS Solution Certified Architects. Get hands-on, no setup, no cleanup, no hassle.

16 h

intermediate

Course

Data Science in Production: Building Scalable Model Pipelines

Gain insights into building scalable data and model pipelines, explore different cloud environments, delve into streaming workflows, and discover essential tools for creating real-time data products.

8 h

advanced

Course

Machine Learning System Design

Gain insights into ML system design, state-of-the-art techniques, and best practices for scalable production. Learn from top researchers and stand out in your next ML interview.

1 h 30 m

intermediate

Course

Introduction to Data Science with Python

Delve into foundational Python programming, explore libraries like pandas and Matplotlib, and gain insights into data management, analysis, and visualization with practical projects.

4 h 10 m

beginner

Course

Cloud Computing Fundamentals

Become a cloud pro by learning cloud computing fundamentals, services, service models, storage, deployment, and platform selection. Get hands-on experience—no setup, no cleanup, no hassle.

3 h 12 m

beginner

Course

Learn the A to Z of Amazon Web Services (AWS)

This course provides the best Amazon Web Services (AWS) tutorial for beginners to learn about AWS cloud services.

3 h

beginner

Course

Running Serverless Applications with AWS Lambda

intermediate

16 hour

Course