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INTERACTIVE COURSE

Data Science in Production: Building Scalable Model Pipelines

Advanced

110 Lessons

8h

Certificate of Completion

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53 Playgrounds
16 Quizzes
212 Illustrations

Course Overview

The goal of this course is to provide you with a set of tools that can be used to build predictive model services for product teams. In this course, you’ll start by covering the different cloud environments and tools for building scalable data and model pipelines. ...Show More

Course Contents

1

Introduction to Building Scalable Model Pipelines

18 Lessons

Show all 18 lessons
2

Models as Web Endpoints

12 Lessons

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3

Models as Serverless Functions

17 Lessons

4

Containers for Reproducible Models

9 Lessons

5

Workflow Tools for Model Pipelines

10 Lessons

6

PySpark for Batch Pipelines

25 Lessons

7

Cloud Dataflow for Batch Modeling

8 Lessons

8

Streaming Model Workflows

10 Lessons

9

Course Conclusion

1 Lesson

COURSE AUTHOR

How You'll Learn

Hands-on Coding Environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

2x Faster Than Videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No Set-up Required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress You Can Show

Built-in assessments let you test your skills. Completion certificates let you show them off.

Recommended Courses

BEFORE STARTING THIS COURSE

AFTER FINISHING THIS COURSE