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Andrew Ahn, Beyond the Model: Why the Future of AI Is a Data Curation Economy

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Manage episode 489465379 series 3557343
Content provided by Praxi Data Inc. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Praxi Data Inc 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.

In this episode of the Praxi Pod, Andrew Turner and Andrew Ahn discuss the recent $15 billion investment by Meta in Scale AI, exploring its implications for the AI market. They delve into the importance of data quality over model size, the challenges of reinforcement learning, and the advantages of expert-driven data curation. The conversation also highlights compliance as a competitive advantage in AI development and offers insights on future-proofing AI strategies for organisations.

Takeaways

  • Meta's investment in Scale AI signifies a shift in AI focus.
  • Data quality is crucial for effective AI and ML.
  • Reinforcement learning assumes data is trustworthy, which is often not the case.
  • Expert-driven data curation enhances model training and outcomes.
  • Compliance should be integrated throughout the AI process, not just at the end.
  • Specialisation in AI tools can lead to better productivity and effectiveness.
  • High-quality data is essential for making informed decisions.
  • Organisations need to adapt quickly to new data sources.
  • Data curation can significantly improve operational efficiency.
  • The future of AI lies in the data curation economy.

Chapters

00:00 Introduction to AI Investment Trends

06:09 Reinforcement Learning and Its Challenges

11:56 Compliance as a Competitive Advantage

17:57 The Role of Data Curation in AI Success

  continue reading

21 episodes

Artwork
iconShare
 
Manage episode 489465379 series 3557343
Content provided by Praxi Data Inc. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Praxi Data Inc 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.

In this episode of the Praxi Pod, Andrew Turner and Andrew Ahn discuss the recent $15 billion investment by Meta in Scale AI, exploring its implications for the AI market. They delve into the importance of data quality over model size, the challenges of reinforcement learning, and the advantages of expert-driven data curation. The conversation also highlights compliance as a competitive advantage in AI development and offers insights on future-proofing AI strategies for organisations.

Takeaways

  • Meta's investment in Scale AI signifies a shift in AI focus.
  • Data quality is crucial for effective AI and ML.
  • Reinforcement learning assumes data is trustworthy, which is often not the case.
  • Expert-driven data curation enhances model training and outcomes.
  • Compliance should be integrated throughout the AI process, not just at the end.
  • Specialisation in AI tools can lead to better productivity and effectiveness.
  • High-quality data is essential for making informed decisions.
  • Organisations need to adapt quickly to new data sources.
  • Data curation can significantly improve operational efficiency.
  • The future of AI lies in the data curation economy.

Chapters

00:00 Introduction to AI Investment Trends

06:09 Reinforcement Learning and Its Challenges

11:56 Compliance as a Competitive Advantage

17:57 The Role of Data Curation in AI Success

  continue reading

21 episodes

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