Given that the machine learning models are also a kind of conventional software application, the quality assurance principles applied to the conventional software development would or should also apply to build the machine learning models. In this post, you would learn about some of the important reasons as to why Quality Assurance (QA)is important to make sure that the machine learning models of only high quality are deployed in the production. Given that the machine learning models are said to be non-testable, it presents a set of challenges to do the quality control checks or perform testing of machine learning models from a quality assurance perspective. In this relation, I have been posting several other articles on doing Quality Assurance of machine learning models. Please feel free to go through some of these articles. Feel free to suggest or share your thoughts in this relation.
The following represents the different aspects of building machine learning (ML) models which need to be looked at when doing quality assurance testing:
The following are some of the reasons why Quality Assurance (QA) would be required for performing quality control checks on machine learning models:
You may want to check related posts such as the following in relation to testing machine learning models from QA perspective:
In this post, you learned about the need for setting up a quality assurance process for performing quality control checks on machine learning models and certify of suitable enough to be moved into the production. Out of all, the most important reasons why QA is needed for machine learning models is to ensure that the trustability of the model is high or beyond an acceptable limit. Feel free to comment or suggest or share your thoughts.
In recent years, artificial intelligence (AI) has evolved to include more sophisticated and capable agents,…
Adaptive learning helps in tailoring learning experiences to fit the unique needs of each student.…
With the increasing demand for more powerful machine learning (ML) systems that can handle diverse…
Anxiety is a common mental health condition that affects millions of people around the world.…
In machine learning, confounder features or variables can significantly affect the accuracy and validity of…
Last updated: 26 Sept, 2024 Credit card fraud detection is a major concern for credit…