Duke University
MLOps Platforms: Amazon SageMaker and Azure ML
Duke University

MLOps Platforms: Amazon SageMaker and Azure ML

Noah Gift
Alfredo Deza

Instructors: Noah Gift

6,462 already enrolled

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Gain insight into a topic and learn the fundamentals.
3.7

(38 reviews)

Advanced level

Recommended experience

30 hours to complete
3 weeks at 10 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
3.7

(38 reviews)

Advanced level

Recommended experience

30 hours to complete
3 weeks at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Apply exploratory data analysis (EDA) techniques to data science problems and datasets.

  • Build machine learning modeling solutions using both AWS and Azure technology.

  • Train and deploy machine learning solutions to a production environment using cloud technology.

Details to know

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Assessments

17 assignments

Taught in English

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This course is part of the MLOps | Machine Learning Operations Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate
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There are 5 modules in this course

In this module, you will learn how to build data engineering solutions on AWS and apply it by building a data engineering pipeline with AWS Step Functions and AWS Lambda.

What's included

16 videos15 readings4 assignments2 discussion prompts1 ungraded lab

In this module, you will compose data engineering solutions using AWS technology and apply it by building data science notebooks.

What's included

7 videos9 readings3 assignments4 ungraded labs

In this module, you will compose machine learning modeling solutions using AWS technology and apply it by building a linear regression model that runs inside a command-line tool.

What's included

12 videos11 readings4 assignments3 ungraded labs

In this module, you will learn to deploy and operationalize machine learning solutions using AWS technology and apply it by fine-tuning a Hugging face model using Sagemaker Studio Lab.

What's included

14 videos12 readings3 assignments1 ungraded lab

In this module, you will learn about Machine Learning certifications from the major cloud providers and how to apply them to MLOps. You will learn about services related to Machine Learning and ML Engineering tasks like AutoML and how they apply to the certifications.

What's included

15 videos7 readings3 assignments

Instructors

Instructor ratings
3.8 (13 ratings)
Noah Gift
Duke University
40 Courses139,151 learners
Alfredo Deza
Duke University
29 Courses99,920 learners

Offered by

Duke University

Recommended if you're interested in Machine Learning

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3.7

38 reviews

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  • 2 stars

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ZZ
5

Reviewed on Apr 30, 2023

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5

Reviewed on Aug 21, 2024

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