# \#machine-learning

**URL:** https://club.ministryoftesting.com/tag/machine-learning/63.md

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## [What Would a Flaky Test Mean in an AI System?](https://club.ministryoftesting.com/t/what-would-a-flaky-test-mean-in-an-ai-system/87171)

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**Author:** [@gauravmarothia](https://club.ministryoftesting.com/u/gauravmarothia)\
**Replies:** 6\
**Last updated:** [7 March 2026 08:46 UTC](https://club.ministryoftesting.com/t/what-would-a-flaky-test-mean-in-an-ai-system/87171 "2026-03-07T08:46:58Z")

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AI systems are inherently non-deterministic, which makes me wonder how we should think about “flaky tests” in this context. In traditional automation, a flaky test is usually caused by things like: timing issues unsta…

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## [Is it safe to give my photo and my ID on uTest?](https://club.ministryoftesting.com/t/is-it-safe-to-give-my-photo-and-my-id-on-utest/81692)

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**Author:** [@mariem\_safi](https://club.ministryoftesting.com/u/mariem_safi)\
**Replies:** 3\
**Last updated:** [19 December 2024 19:42 UTC](https://club.ministryoftesting.com/t/is-it-safe-to-give-my-photo-and-my-id-on-utest/81692 "2024-12-19T19:42:38Z")

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Hi everyone, I got an invitation to a paid test cycle for a Web application on uTest and they asked me to provide a Face and government ID. The captued data will be used to test a machine learning application. Is it o…

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## [AI and Testing wiki](https://club.ministryoftesting.com/t/ai-and-testing-wiki/66134)

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**Author:** [@simon\_tomes](https://club.ministryoftesting.com/u/simon_tomes)\
**Replies:** 3\
**Last updated:** [12 November 2023 15:33 UTC](https://club.ministryoftesting.com/t/ai-and-testing-wiki/66134 "2023-11-12T15:33:41Z")

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This wiki started at TestBash Spring 2023 during a panel discussion called “How AI Can Impact Our Testing Roles”. Feel free to edit and add new information and keep it up to date. Links to company/promotional material …

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## [What are the good tools for AI driven Test creation](https://club.ministryoftesting.com/t/what-are-the-good-tools-for-ai-driven-test-creation/67228)

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**Author:** [@qa.ai](https://club.ministryoftesting.com/u/qa.ai)\
**Replies:** 3\
**Last updated:** [13 May 2023 17:39 UTC](https://club.ministryoftesting.com/t/what-are-the-good-tools-for-ai-driven-test-creation/67228 "2023-05-13T17:39:19Z")

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Hello, I’m looking for some info on AI tools to generate tests. Have you used anything that really worked right out of the box or needed a lot of human interaction? Did it create test cases that actually provided cove…

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## [TestBash World 2022 - Removing the Test Phase with Machine Learning with Ryo Chikazawa](https://club.ministryoftesting.com/t/testbash-world-2022-removing-the-test-phase-with-machine-learning-with-ryo-chikazawa/59958)

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**Author:** [@dianadromey](https://club.ministryoftesting.com/u/dianadromey)\
**Replies:** 2\
**Last updated:** [22 June 2022 22:14 UTC](https://club.ministryoftesting.com/t/testbash-world-2022-removing-the-test-phase-with-machine-learning-with-ryo-chikazawa/59958 "2022-06-22T22:14:10Z")

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In this talk, @ryochikazawa from our sponsors Autify explores: Challenges in QA Testing Short-term solution: automation testing Eliminating the test phase with Machine Learning We’ll use this Club thread to share reso…

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## [MoT Dojo Watch Party - Episode #7](https://club.ministryoftesting.com/t/mot-dojo-watch-party-episode-7/45319)

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**Author:** [@mwinteringham](https://club.ministryoftesting.com/u/mwinteringham)\
**Replies:** 0\
**Last updated:** [30 November 2020 16:31 UTC](https://club.ministryoftesting.com/t/mot-dojo-watch-party-episode-7/45319 "2020-11-30T16:31:57Z")

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Thanks to some feedback from @jesper I’m getting episode 7 of the watch party live a few weeks earlier to give a bit more noticed as to what is coming up. For this talk on the 14th December @ 3:30pm GMT we’re into 2016 f…

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## [Any ideas on how would AI be helpful to the QA community](https://club.ministryoftesting.com/t/any-ideas-on-how-would-ai-be-helpful-to-the-qa-community/22794)

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**Author:** [@deepikasachdeva](https://club.ministryoftesting.com/u/deepikasachdeva)\
**Replies:** 7\
**Last updated:** [19 November 2020 04:19 UTC](https://club.ministryoftesting.com/t/any-ideas-on-how-would-ai-be-helpful-to-the-qa-community/22794 "2020-11-19T04:19:02Z")

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Hello everyone, I am excited to be a part of this club. It would interesting to know what your ideas are when it comes to AI(artificial intelligence) helping our QA community. How could AI make life better for QA? Please…

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## [Voice Is a New Frontier! - Testing next Generation Interfaces with Lucian Adrian Stroie](https://club.ministryoftesting.com/t/voice-is-a-new-frontier-testing-next-generation-interfaces-with-lucian-adrian-stroie/43741)

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**Author:** [@heather\_reid](https://club.ministryoftesting.com/u/heather_reid)\
**Replies:** 1\
**Last updated:** [16 October 2020 10:52 UTC](https://club.ministryoftesting.com/t/voice-is-a-new-frontier-testing-next-generation-interfaces-with-lucian-adrian-stroie/43741 "2020-10-16T10:52:00Z")

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For our fifth TestBash Netherlands talk, we were joined by @slucian118 to talk about testing next-generation interfaces and what from our current testing skill set we can use. If you’ve got questions for Lucian about th…

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## [Creating a test group to test AI systems, analytics, recommender systems, etc](https://club.ministryoftesting.com/t/creating-a-test-group-to-test-ai-systems-analytics-recommender-systems-etc/41166)

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**Author:** [@lwilkinson](https://club.ministryoftesting.com/u/lwilkinson)\
**Replies:** 3\
**Last updated:** [28 July 2020 14:14 UTC](https://club.ministryoftesting.com/t/creating-a-test-group-to-test-ai-systems-analytics-recommender-systems-etc/41166 "2020-07-28T14:14:05Z")

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All, it’s been quite a while since I’ve visited “The Club”; hope you all are doing well. I have a challenge in front of me - I need to create a group of professional testers that specialize in testing AI systems, recom…

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## [Biases and cultural and social responsibility](https://club.ministryoftesting.com/t/biases-and-cultural-and-social-responsibility/12831)

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**Author:** [@punkmik](https://club.ministryoftesting.com/u/punkmik)\
**Replies:** 3\
**Last updated:** [6 July 2020 18:32 UTC](https://club.ministryoftesting.com/t/biases-and-cultural-and-social-responsibility/12831 "2020-07-06T18:32:16Z")

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Talking about biases, do you feel that AI and machine learning has the danger to stagnate cultural shifts and progress? For example you teach your algorithm to show the correct ratio of women and men in CEO roles. Women…

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## [PinkLion at TestBash San Francisco\_answers to submitted questions](https://club.ministryoftesting.com/t/pinklion-at-testbash-san-francisco-answers-to-submitted-questions/31263)

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**Author:** [@tmcphers](https://club.ministryoftesting.com/u/tmcphers)\
**Replies:** 0\
**Last updated:** [15 November 2019 21:47 UTC](https://club.ministryoftesting.com/t/pinklion-at-testbash-san-francisco-answers-to-submitted-questions/31263 "2019-11-15T21:47:31Z")

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PinkLion answers the TestBash questions asked after Jennifer Bonine’s session in San Francisco! How do I get started? ANSWER: The first step should be to look for education that focuses on AI’s applicability to soft…

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## [Ideas for testing in an ML and devops context](https://club.ministryoftesting.com/t/ideas-for-testing-in-an-ml-and-devops-context/30221)

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**Author:** [@jesper](https://club.ministryoftesting.com/u/jesper)\
**Replies:** 5\
**Last updated:** [21 October 2019 20:09 UTC](https://club.ministryoftesting.com/t/ideas-for-testing-in-an-ml-and-devops-context/30221 "2019-10-21T20:09:43Z")

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Hi, A team in my company is trying to fit testing into a project around ML deliveries and DevOps. I want to get them in a more up to date direction. First of all, that test happens everywhere: Secondly something m…

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## [Will AI/ML take my job?](https://club.ministryoftesting.com/t/will-ai-ml-take-my-job/21829)

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**Author:** [@lisacrispin](https://club.ministryoftesting.com/u/lisacrispin)\
**Replies:** 16\
**Last updated:** [7 October 2019 08:51 UTC](https://club.ministryoftesting.com/t/will-ai-ml-take-my-job/21829 "2019-10-07T08:51:18Z")

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I’ve been slowly learning about AI and ML over the past year. I’m currently reading a book Real-World Machine Learning. I hear people (including my own teammates when I first joined mabl) that ML-driven test automation t…

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## [What do Testers do with AI and next technology wave](https://club.ministryoftesting.com/t/what-do-testers-do-with-ai-and-next-technology-wave/28679)

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**Author:** [@testerawesome](https://club.ministryoftesting.com/u/testerawesome)\
**Replies:** 1\
**Last updated:** [1 September 2019 10:48 UTC](https://club.ministryoftesting.com/t/what-do-testers-do-with-ai-and-next-technology-wave/28679 "2019-09-01T10:48:12Z")

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With the advancement in #AI and #Neuroscience … Will there still be laptops, and desktops, tablets, desktop/web applications to test? :eyes: A wild guess: human body and wearable will eventually replace all of the above…

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## [Is there any automation tool to test AI applications](https://club.ministryoftesting.com/t/is-there-any-automation-tool-to-test-ai-applications/26295)

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**Author:** [@vimmi](https://club.ministryoftesting.com/u/vimmi)\
**Replies:** 2\
**Last updated:** [5 July 2019 19:41 UTC](https://club.ministryoftesting.com/t/is-there-any-automation-tool-to-test-ai-applications/26295 "2019-07-05T19:41:36Z")

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Off lately the topic testing AI applications has interested me a lot. I have been exploring a lot on how to test test AI application. The questions i am looking answers for are - What should be the mindset of a QA to t…

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## [Ethics in Machine Learning](https://club.ministryoftesting.com/t/ethics-in-machine-learning/12830)

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**Author:** [@punkmik](https://club.ministryoftesting.com/u/punkmik)\
**Replies:** 18\
**Last updated:** [15 July 2019 20:07 UTC](https://club.ministryoftesting.com/t/ethics-in-machine-learning/12830 "2019-07-15T20:07:53Z")

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Having taken part in the Masterclass last night I have been thinking a bit about the potential ethical issues in AI and Machine Learning. How do you deal with ethics in machine learning? Do you speak up as a tester ear…

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## [AI for Automation](https://club.ministryoftesting.com/t/ai-for-automation/16419)

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**Author:** [@vic](https://club.ministryoftesting.com/u/vic)\
**Replies:** 8\
**Last updated:** [15 July 2019 19:51 UTC](https://club.ministryoftesting.com/t/ai-for-automation/16419 "2019-07-15T19:51:10Z")

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I am researching about AI for Automation. Could you suggest a good AI Automation tool to practice or share any your knowledge about AI for Automation?

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## [Skills required for testing machine learning systems](https://club.ministryoftesting.com/t/skills-required-for-testing-machine-learning-systems/25051)

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**Author:** [@jack\_ai](https://club.ministryoftesting.com/u/jack_ai)\
**Replies:** 2\
**Last updated:** [15 July 2019 19:38 UTC](https://club.ministryoftesting.com/t/skills-required-for-testing-machine-learning-systems/25051 "2019-07-15T19:38:12Z")

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I came across this short piece and wondered what others testing machine learning systems thought? (especially anyone testing reinforcement learning or probabilistic models). What skills do you need when you are testing …

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## [Test metrics for AI applications](https://club.ministryoftesting.com/t/test-metrics-for-ai-applications/26493)

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**Author:** [@vimmi](https://club.ministryoftesting.com/u/vimmi)\
**Replies:** 2\
**Last updated:** [15 July 2019 19:19 UTC](https://club.ministryoftesting.com/t/test-metrics-for-ai-applications/26493 "2019-07-15T19:19:22Z")

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What testing metrics can we use for determining the quality of an AI application

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## [AI Testing: Where to Begin?](https://club.ministryoftesting.com/t/ai-testing-where-to-begin/19225)

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**Author:** [@chris\_dabnor](https://club.ministryoftesting.com/u/chris_dabnor)\
**Replies:** 8\
**Last updated:** [8 July 2019 10:17 UTC](https://club.ministryoftesting.com/t/ai-testing-where-to-begin/19225 "2019-07-08T10:17:38Z")

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I’m currently looking into how to, or whether it would be useful to, begin implementing AI testing of our software. Can anyone recommend any good reading to help with this? It’s something I’d like to potentially learn to…

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## [AI Case Studies of Test Approaches adopted](https://club.ministryoftesting.com/t/ai-case-studies-of-test-approaches-adopted/18612)

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**Author:** [@markbunce](https://club.ministryoftesting.com/u/markbunce)\
**Replies:** 1\
**Last updated:** [5 July 2019 19:51 UTC](https://club.ministryoftesting.com/t/ai-case-studies-of-test-approaches-adopted/18612 "2019-07-05T19:51:49Z")

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Hi, I’m looking for real life examples of testing Machine Learning solutions, e.g. solutions that adopt random forest decision trees for example. Where I am currently working I have a challenge of this ilk to address a…

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## [How would you test Facebook’s Artificial Intelligence Enforcement against Hate Speech?](https://club.ministryoftesting.com/t/how-would-you-test-facebook-s-artificial-intelligence-enforcement-against-hate-speech/16469)

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**Author:** [@hattori](https://club.ministryoftesting.com/u/hattori)\
**Replies:** 2\
**Last updated:** [6 May 2019 12:32 UTC](https://club.ministryoftesting.com/t/how-would-you-test-facebook-s-artificial-intelligence-enforcement-against-hate-speech/16469 "2019-05-06T12:32:37Z")

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This is a real example from the past few days. The Washington Post reported: At first glance, the Vindicator’s Facebook promotion did not seem designed to make waves. The small newspaper, based out of Liberty, a Texas …

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## [Training Machine Learning Models For Testing](https://club.ministryoftesting.com/t/training-machine-learning-models-for-testing/22540)

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**Author:** [@heather\_reid](https://club.ministryoftesting.com/u/heather_reid)\
**Replies:** 1\
**Last updated:** [27 March 2019 22:36 UTC](https://club.ministryoftesting.com/t/training-machine-learning-models-for-testing/22540 "2019-03-27T22:36:45Z")

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While catching up on reading my daily software testing blogs backlog, I saw this post from @shashikant86 Have any of you followed the tutorial from Shashikant? How did you get on with it? I was also wondering if anyo…
