Packt
Building, Evaluating, and Operationalizing ML Models
Packt

Building, Evaluating, and Operationalizing ML Models

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand how to choose the right algorithms for regression and classification tasks.

  • Master the use of Azure ML Studio for building, customizing, and deploying ML models.

  • Gain expertise in performance evaluation using cross-validation and various metrics.

  • Learn to structure and automate ML workflows through efficient pipelines.

Skills you'll gain

Details to know

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Recently updated!

October 2025

Assessments

5 assignments

Taught in English

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Build your subject-matter expertise

This course is part of the Azure ML Bootcamp: Machine Learning on the Cloud Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 3 modules in this course

In this module, we will guide you through the process of building machine learning models using Azure ML Studio. You will explore various algorithms, including ensemble methods and advanced models, while learning how to select and fine-tune the best algorithm for your dataset. With practical demos, you’ll gain hands-on experience building, customizing, and optimizing models to meet your specific needs.

What's included

13 videos2 readings1 assignment1 plugin

In this module, we will dive into the evaluation and optimization of machine learning models. You will learn how to assess model performance using key metrics and cross-validation techniques, and explore methods for improving model efficiency. Additionally, you will understand the importance of tracking model drift and how to retrain models to keep them relevant and effective over time.

What's included

13 videos1 assignment1 plugin

In this module, we will explore the power of machine learning pipelines for automating and scaling ML workflows. You will learn to design, build, and manage reusable pipelines, and incorporate custom code to tailor your processes. By the end of this section, you'll be equipped to handle complex workflows and ensure robust pipeline performance through advanced management techniques and versioning practices.

What's included

15 videos1 reading3 assignments1 plugin

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Instructor

Packt - Course Instructors
Packt
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