Carlos Kidman - Exploring AI Applications in Testing.pptx
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Presented in QAOTH 2023
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Carlos Kidman - Exploring AI Applications in Testing.pptx
- 2. SLIDESMANIA.COM ● Director of Engineering ● TestAutomationU.com ● Open Source ● International Keynote Speaker ● Founder of QAP
- 3. ChatGPT (Bard, Bing) ● Create Bug Reports ● Brainstorm Test Case ideas ● Write code ● Limited Context ● Query Limits ● Manual ● Plugins for tasks are helpful
- 4. AI is better when it has the data of your context
- 5. We’ll look at: ● UI Testing ● API Testing ● Code ● Analysis ● Test Data ● Doing it yourself!
- 6. AI can be applied in multiple ways HANDS OFF Capabilities HANDS ON
- 7. UI Testing Record / Script ● Testim ● Applitools ● Mabl ● Qyrus ● perfecto ● testRigor Hands OFF ● qualiti.ai ● apptest.ai Describe / NLP ● askUI ● Virtuoso ● Aqua ● ACCELQ ● Functionize HANDS OFF Capabilities HANDS ON
- 8. Record: Mabl
- 12. API Testing Record / Script ● Mabl ● Qyrus ● Functionize ● testRigor ● Loadmill Hands OFF ● qualiti.ai Describe / NLP ● Postbot HANDS OFF Capabilities HANDS ON
- 13. Record: Loadmill
- 17. Code As you code ● GH Copilot ● Codium ● Sapient Code Analysis ● Snyk Code Around code ● GH Copilot ● DiffBlue HANDS OFF Capabilities HANDS ON
- 18. As you code: Sapient
- 19. As you code: Codium
- 21. Code Analysis: Snyk Code
- 22. Analysis Test Integration ● Sealights ● ReportPortal Observability ● Datadog ● Honeycomb ● DynaTrace ● Splunk ● qualiti.ai Miscellaneous ● Checks ● ScopeMaster
- 26. ScopeMaster
- 29. Test Data Companies ● tonic.ai ● mostly.ai ● gretel.ai ● qualiti.ai Use Cases ● Dev & Test ● Sharing ● Sales / Demos ● ML / AI Fake Data Types ● Anonymized ● Masked ● Synthesized ● Generated
- 30. Data in AI Synthesize Transform Classify
- 37. Do it yourself! ● Generate Synthetic Data ● Identify duplicate tests ● Auto-add data-testid
- 42. Capital of France? [0.2, 0, -1.3] Embedding Model paris
- 44. CREDITS: This presentation template was created by Slidesgo, including icons by Flaticon, infographics & images by Freepik LET’S CONNECT! Do you have any questions? @CarlosKidman
Editor's Notes
- https://blog.postman.com/introducing-postbot-postmans-new-ai-assistant/
- https://mostly.ai/synthetic-data-platform/generate-synthetic-data (free forever, 100K rows per day) https://gretel.ai/pricing (15 credits per month, then $2/credit. 15 credits is 100K rows, 2M+ transforms, 2M+ PII)
- https://mostly.ai/synthetic-data-platform/generate-synthetic-data (free forever, 100K rows per day) https://gretel.ai/pricing (15 credits per month, then $2/credit. 15 credits is 100K rows, 2M+ transforms, 2M+ PII)
- Something like Faker or AutoTestData may be enough. You don’t need AI, but it’s powerful!
- Subset, share, seed, etc. however you need!
- SUBSETTING
- ANONYMIZATION
- MASKING
- TRADITIONAL GENERATION
- https://docs.google.com/spreadsheets/d/1sn8UKWVHahEsbjgpXEkTVVCXL3vf74qVRem-vK1aPA4/edit#gid=1770267535 https://colab.research.google.com/drive/195lCni6lTi5Egy43l2nrqcbWom8OJi6o#scrollTo=gbh4USGEO6JX