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DevelopmentSoftware TestingArtificial Intelligence

Testing AI based systems

An introduction in testing AI - ML based systems and upcoming additional ISO quality characteristics for AI
Rating: 4.8 out of 54.8 (4 ratings)
10 students
Created by Marielle van der Sluys
Last updated 5/2022
English
English

What you'll learn

  • Understand the current state and expected trends of AI
  • Design and execute test plans and test cases for AI-based systems
  • Contribute to the test strategy for an AI-Based system
  • Understand the challenges associated with testing AI-Based systems, such as their self-learning capabilities, bias, ethics, complexity, transparency
  • Recognize where testers can best influence quality for AI based systems.

Requirements

  • Basic knowledge about software testing and AI systems is recommended, but not strictly necessary for this course

Description

A non-technical course on testing AI based systems. Interesting for anyone who is considering using, building, or integrating AI based systems.

This course will teach you the “what’s” you need to take into consideration when building, developing, deploying, testing or just using quality AI based systems. We are going to look at:

- What is AI and what is ML

- The current state of AI

- What the quality characteristics for AI based systems are

- Challenges related to AI based systems, such as self-learning systems

- Which counter measures you can take to influence the quality

- The machine learning workflow

- Which methods and techniques you can use for testing AI based systems

- Why test automation might not be your first go-to in AI testing.

After you have completed the entire course, you will be able to create test plans, test scripts and scenarios for AI based systems. You can also identify which risks might be applicable for your particular AI project, you can monitor the Machine learning workflow process and measure the quality of data used within your project or organization. Furthermore you will be able to use the test methods and test techniques discussed in the course to actually execute tests for an AI based system.

Who this course is for:

  • Software testers with an interest in testing AI based systems
  • ML engineers with an interest in quality
  • Software developers with an interest in quality
  • Managers, Product owners, Product managers

Instructor

Marielle van der Sluys
Coach, AI softwaretester and trainer
Marielle van der Sluys
  • 4.8 Instructor Rating
  • 4 Reviews
  • 10 Students
  • 1 Course

My name is Mariëlle, I have been a software tester for the past 12 years and started my AI quality journey around 2018. At first just to find out what AI was and how it would influence my life and work. But in the past years I have become a certified AI test specialist and trainer, and worked on several AI projects. My native language is Dutch.

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