JavaScript isn't enabled in your browser, so this file can't be opened. Enable and reload.
Testing and Quality Assurance of ML Applications
We want to use these responses as inputs for our upcoming workshop on this topic and improve ML testing adequacy and Quality Assurance. If you have questions, please reach out to me
sandyasm@gmail.com
Sign in to Google
to save your progress.
Learn more
What is your role in developing ML applications?
ML academic researcher
ML industry researcher
Other:
Clear selection
What are the testing tools and frameworks you use in your ML work?
Your answer
Do you test explicitly for data quality?
Yes
No
Maybe
Clear selection
What tools do you use for data quality testing?
Your answer
Do you perform ML application coverage testing?
None
Code Coverage
Code + Data Coverage
Neuron Coverage
Other:
Clear selection
(5)
Do you do fairness testing?
YES
NO
Clear selection
What tools/framework do you use for fairness testing?
Your answer
Do you explicitly test for DNN properties like:
Robustness
Interpretability
Overfitting
Security
None of the above
Clear selection
Do you do adversarial testing of your ML application?
Yes
No
Clear selection
How do you generate adversarial examples for testing?
manual
tool based
None
Clear selection
Do you do test prioritization or test selection?
Yes
No
Clear selection
What tools do you use for test prioritization/test selection?
Your answer
Which of the following testing do you do? (Tick all that is applicable)
Regression testing
Unit testing
Integration testing
Acceptability testing
Fuzz testing
Whitebox testing
Blackbox testing
None
Do you think there are adequate standard testing tools and frameworks available for ML application development and deployment?
Yes
No
Not sure
Clear selection
What tools/frameworks do you recommend for testing and Quality Assurance of ML applications?
Your answer
What kind of tools do you think the community needs for quality assurance of ML applications?
Your answer
Your comments/feedback on this survey
Your answer
Submit
Clear form
Never submit passwords through Google Forms.
This content is neither created nor endorsed by Google.
Report Abuse
-
Terms of Service
-
Privacy Policy
Forms
