AI/ML Fundamentals for DevOps and Testing

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Free Download AI/ML Fundamentals for DevOps and Testing
Released 03/2026
By Anthony Alampi
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Intermediate | Genre: eLearning | Language: English + subtitle | Duration: 1h 50m 46s | Size: 262 MB

AI/ML can improve CI/CD reliability and reduce test maintenance, but only if you understand how to apply it effectively in your pipelines.
What you'll learn
AI/ML can improve CI/CD reliability and reduce test maintenance, but only if you understand how to apply it effectively in your pipelines.
In this course, AI/ML Fundamentals for DevOps and Testing, you'll gain the ability to identify, evaluate, and operationalize AI/ML solutions within modern DevOps workflows. First, you'll explore the fundamentals of AI, machine learning, and automation, along with how ML systems are structured and how they work.
Next, you'll discover how to prepare and manage data, select practical use cases, and evaluate model performance.
Finally, you'll learn how to deploy models into CI/CD pipelines with proper monitoring, governance, and safeguards to avoid common pitfalls like data leakage and noisy labels.
When you're finished with this course, you'll have the skills and knowledge of AI/ML in CI/CD needed to improve pipeline reliability, reduce maintenance overhead, and shift from reactive firefighting to proactive operations.
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DevOps Testing
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 1 Hour 19M | 1.93 GB
Genre: eLearning | Language: English​

If you are or would like to be a Developer or IT Pro working in an organization delivering software, whether in development or in operations, it's critical to know about different test types and usage scenarios and about the benefits of a test-driven development approach. Get the details in this course, an abridged version of a more comprehensive one by the same name, DevOps Testing, now available on edX.org.

Learn about best practices around the usage of unit, API (integration), performance, functional, acceptance, automated (coded) UI, and exploratory testing. Plus, see how to create and analyze these tests using various tools, such as Visual Studio Team Services (VSTS), Visual Studio, Application Insights, and third-party frameworks, including Selenium.
1 | DevOps Testing
Learn about different test types, usage scenarios, and the benefits of a test-driven development approach.
Post-Course Survey
Complete the post-course survey.
Learn
Gain an understanding of various testing types and usage scenarios.
Learn about test-driven development and its benefits.
Learn how to create and implement unit tests, and explore the elements of a good test.
See how to create basic API tests (or integration tests).
Look at performance testing, and see how to create a performance test.
Find out how to analyze performance test results using Application Insights.
Learn about exploratory testing in the context of Visual Studio and Microsoft Test Manager.
Complete the post-course survey.

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