Data Advocacy, Machine Learning Testing, and Data Teams with Aurimas Griciunas
Quality Bits
04/17/23
•42m
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With over a decade in data-related roles, working with Data Science, Data Engineering, Machine Learning, and MLOps Engineering, Aurimas Griciūnas is a great role model for many people wanting to learn more about data. The author of the SwirlAI newsletter with over 7000 subscribers, Aurimas' posts with visuals explaining data have reached many more people on LinkedIn.
In this episode, Aurimas shares valuable insights about what working with data means. Is it just a trend to be data-driven, or, a reality? Are all the data products big data products? Who and how should help define good business success metrics? Tune in to learn the answers to these questions and much more.
Find Aurimas on:
- LinkedIn: https://www.linkedin.com/in/aurimas-griciunas/
- Twitter: https://twitter.com/Aurimas_Gr
- SwirlAI newsletter: https://www.newsletter.swirlai.com
Mentions and resources:
- Chat GPT: https://chat.openai.com/
- Tools to help with data quality:
- Great Expectations: https://greatexpectations.io
- dbt-expectations: https://github.com/calogica/dbt-expectations
- On techniques for testing Machine Learning Models:
- A/B testing: https://en.wikipedia.org/wiki/A/B_testing
- Multi-arm bandits: https://en.wikipedia.org/wiki/Multi-armed_bandit
Follow Quality Bits host Lina Zubyte on:
- Twitter: https://twitter.com/buggylina
- LinkedIn: https://www.linkedin.com/in/linazubyte/
- Website: https://qualitybits.tech/
Follow Quality Bits on your favorite listening platform and Twitter: https://twitter.com/qualitybitstech to stay updated with future content.
If you like this podcast and would like to support its making, feel free to buy me a coffee: https://www.buymeacoffee.com/linazubyteThank you for listening!
Previous Episode
10x Teams with Dan Abel
April 3, 2023
•45m
We've all worked with "heroes," great professionals who frequently "save the day" in the company. What if we'd instead prevent the day from needing the saving altogether?
Dan Abel believes in 10x teams rather than 10x engineers. Listen to this episode to learn more about it and what aspects to concentrate on when setting up the teams for success.
Find Dan on:
- LinkedIn: https://www.linkedin.com/in/daniel-abel/
- Twitter: https://twitter.com/twicezer0
- Dan's 10x Teams website: https://ten-x.team
- Dan's blog: https://engineeringandcareering.co.uk/
Mentions and resources:
- Dan's 10x Teams initial article: https://ten-x.team/2023/02/22/build-10x-teams-for-delivery-effectiveness/
- Article on unblocking meetings: https://www.spydergrrl.com/2019/08/the-unstuck-meeting-safe-failure-space.html
- "Thing Explainer: Complicated Stuff in Simple Words" by Randall Munroe
- "Sapiens: A Brief History of Humankind" by Yuval Noah Harari
- "The Chimp Paradox: The Acclaimed Mind Management Programme to Help You Achieve Success, Confidence and Happiness" by Steve Peters
- Team topologies: https://teamtopologies.com/
- Dunbar's theories:
Follow Quality Bits host Lina Zubyte on:
- Twitter: https://twitter.com/buggylina
- LinkedIn: https://www.linkedin.com/in/linazubyte/
- Website: https://qualitybits.tech/
Follow Quality Bits on your favorite listening platform and Twitter: https://twitter.com/qualitybitstech to stay updated with future content.
If you like this podcast and would like to support its making, feel free to buy me a coffee: https://www.buymeacoffee.com/linazubyteThank you for listening!
Next Episode
What's the difference between observability and monitoring? What's a telemetry? Why do they matter, and how could we use them more beneficially?
Abby Bangser shares her journey from a QA to a platform engineer in this episode. We discuss the similarities between testing and infrastructure-related areas like site reliability engineering. In addition, Abby explains observability and shares some sound advice regarding implementing it.
Find Abby on:
- LinkedIn: https://www.linkedin.com/in/abbybangser/
- Mastodon: https://hachyderm.io/@abangser
- Twitter: https://twitter.com/a_bangser
Mentions and resources:
- Abby's talk on measuring quality in production at Ministry of Testing (free sign up is enough to access it): https://www.ministryoftesting.com/talks/567372c2?s_id=14698896
- Abby's course on Test Automation University - Introduction to Observability for Test Automation: https://testautomationu.applitools.com/observability-for-test-automation/
- ThoughtWorks graph showing different roles and overlaps by Laura Paterson
- Some more fun readings suggested by Abby:
- https://oschvr.com/posts/what-id-like-as-sre/
- https://blog.alicegoldfuss.com/how-to-get-into-sre/
- https://surfingcomplexity.blog/2021/08/13/root-cause-of-failure-root-cause-of-success/
- https://www.learningfromincidents.io/
- https://kratix.io
- cncf.io/blog/2023/04/11/announcing-a-white-paper-on-platforms-for-cloud-native-computing/
- https://www.syntasso.io/post/the-12-platform-challenges-recap
If you liked this episode, you may enjoy this one:
Testing in Production with Rouan Wilsenach https://www.buzzsprout.com/2037134/11623978
Follow Quality Bits host Lina Zubyte on:
- Twitter: https://twitter.com/buggylina
- LinkedIn: https://www.linkedin.com/in/linazubyte/
- Website: https://qualitybits.tech/
Follow Quality Bits on your favorite listening platform and Twitter: https://twitter.com/qualitybitstech to stay updated with future content.
If you like this podcast and would like to support its making, feel free to buy me a coffee: https://www.buymeacoffee.com/linazubyteThank you for listening!
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