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#28: Forget About Data Problems During Production | Ian Eaves from Grai

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Manage episode 412922897 series 3511398
Content provided by Caveminds. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Caveminds or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Ian Eaves, founder of Grai (YC S22), a pioneering data lineage company, joins us on Caveminds to demystify the complexities of data relationships across diverse platforms. As a physicist turned data scientist, Ian offers unique insights into the convergence of disciplines to solve recurring data challenges.

This episode navigates through Ian's journey from physics to data science, highlights the persistent issues in data management that companies fail to address, and showcases the crucial use cases for enhancing data lineage. With Grai's innovative approach, listeners will learn how simplifying data lineage not only improves machine-learning models but also catalyzes success stories across industries.
IN THIS EPISODE

  • [00:00] Introduction to Ian Eaves and Grai
  • [03:47] From physics to data science
  • [06:36] Repeating problems now solved by Grai
  • [08:07] Key problems companies aren’t solving
  • [10:57] Essential use cases for companies
  • [20:32] Augmenting data lineage
  • [24:52] How simplifying data lineage improves ML models
  • [28:18] Success stories with Grai
  • [30:44] Where Grai’s solutions shine
  • [32:47] The business rationale behind open source
  • [35:44] Merging physics insights with AI
  • [37:15] Ian's mental model for approaching the world
  • [39:17] Pulse check on multiple AI fronts

LINKS & RESOURCES

https://www.grai.io/
https://www.linkedin.com/company/grai-io/
https://www.linkedin.com/in/ieaves/
https://www.ianeaves.com/

_____________
Tired of having the 30,000 ft view of AI without real application for your business?
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- Automate Repetitive Work and Scale
- Cut Out Human Error and Delays
- Save $100,000s in annual costs with AI
Claim a free Mini AI Audit or book an AI Automation Discovery Session with us:
https://www.caveminds.com/ai-automation
https://www.caveminds.com/ai-audit
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Get the Exclusive Guide of this episode and all our previous ones, with full detail on the founder's strategies, mental models and frameworks, expert commentary, and much more benefits by joining our premium community at https://caveminds.com/membership.
_____________
Help us reach new founders by leaving us a rating and review on Apple Podcasts and Spotify!
It takes less than 30 seconds and really helps our show grow, which allows us to bring on even better guests for you all!
Thank you – we really appreciate it!
Follow us for more unique content on:
https://caveminds.beehiiv.com/
https://www.linkedin.com/company/caveminds/
https://twitter.com/caveminds
https://instagram.com/cavemindsai
https://www.youtube.com/@caveminds

  continue reading

32 episodes

Artwork
iconShare
 
Manage episode 412922897 series 3511398
Content provided by Caveminds. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Caveminds or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Ian Eaves, founder of Grai (YC S22), a pioneering data lineage company, joins us on Caveminds to demystify the complexities of data relationships across diverse platforms. As a physicist turned data scientist, Ian offers unique insights into the convergence of disciplines to solve recurring data challenges.

This episode navigates through Ian's journey from physics to data science, highlights the persistent issues in data management that companies fail to address, and showcases the crucial use cases for enhancing data lineage. With Grai's innovative approach, listeners will learn how simplifying data lineage not only improves machine-learning models but also catalyzes success stories across industries.
IN THIS EPISODE

  • [00:00] Introduction to Ian Eaves and Grai
  • [03:47] From physics to data science
  • [06:36] Repeating problems now solved by Grai
  • [08:07] Key problems companies aren’t solving
  • [10:57] Essential use cases for companies
  • [20:32] Augmenting data lineage
  • [24:52] How simplifying data lineage improves ML models
  • [28:18] Success stories with Grai
  • [30:44] Where Grai’s solutions shine
  • [32:47] The business rationale behind open source
  • [35:44] Merging physics insights with AI
  • [37:15] Ian's mental model for approaching the world
  • [39:17] Pulse check on multiple AI fronts

LINKS & RESOURCES

https://www.grai.io/
https://www.linkedin.com/company/grai-io/
https://www.linkedin.com/in/ieaves/
https://www.ianeaves.com/

_____________
Tired of having the 30,000 ft view of AI without real application for your business?
We can get into the trenches with AI today and:
- Automate Repetitive Work and Scale
- Cut Out Human Error and Delays
- Save $100,000s in annual costs with AI
Claim a free Mini AI Audit or book an AI Automation Discovery Session with us:
https://www.caveminds.com/ai-automation
https://www.caveminds.com/ai-audit
_____________
Get the Exclusive Guide of this episode and all our previous ones, with full detail on the founder's strategies, mental models and frameworks, expert commentary, and much more benefits by joining our premium community at https://caveminds.com/membership.
_____________
Help us reach new founders by leaving us a rating and review on Apple Podcasts and Spotify!
It takes less than 30 seconds and really helps our show grow, which allows us to bring on even better guests for you all!
Thank you – we really appreciate it!
Follow us for more unique content on:
https://caveminds.beehiiv.com/
https://www.linkedin.com/company/caveminds/
https://twitter.com/caveminds
https://instagram.com/cavemindsai
https://www.youtube.com/@caveminds

  continue reading

32 episodes

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