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内容由Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone提供。所有播客内容(包括剧集、图形和播客描述)均由 Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal。
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The Secret Power of Collaboration in Data Science - Ben Clinch - Earley AI Podcast with Seth Earley - Episode 33
Manage episode 376475745 series 2984858
内容由Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone提供。所有播客内容(包括剧集、图形和播客描述)均由 Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal。
Today’s guest is Ben Clinch, Head of Information Architecture for BT Group . Ben joins Seth Earley and Chris Featherstone to the discuss the rapidly evolving world of data science in organization.
Takeaways:
- An intriguing aspect is the common practice of Large Language Models (LLMs) utilizing generic data models Ben and Seth discuss more effective ways to harness the power of LLMs through specialized data models and organization.
- Companies will realize quickly that they cant do any sensible Generative AI without a core of useful referential data to utilize, train and not hallucinate.
- If people lean on Generative AI, that accelerates things rapidly, but all it does is deferring knowledge to somebody else's data model.
- Some people ask if we really need a data model. Can't we just get an industry standard view and follow that? Do you want to buy an org chart? Do you want to defer how you structure your teams to somebody else's view of how you should? This may be a good starting point, but a terrible ending point.
- What is the ROI on data modeling? Think of data as an asset for your organization, and think of people as an asset for your organization. Everybody from the chairman to the guy sweeping the floor understand an org chart. They understand you have to organize your people. Otherwise, there will be involuntary anarchy.
Quote of the Show:
- “Taxonomy is a chart of accounts for knowledge" - Seth Earley
Links:
- LinkedIn:https://www.linkedin.com/in/benclinch/
- Website: https://www.bt.com/
- Twitter: https://twitter.com/BritishTelecom
Ways to Tune In:
- Earley AI Podcast: https://www.earley.com/earley-ai-podcast-home
- Apple Podcast: https://podcasts.apple.com/podcast/id1586654770
- Spotify: https://open.spotify.com/show/5nkcZvVYjHHj6wtBABqLbE?si=73cd5d5fc89f4781
- iHeart Radio: https://www.iheart.com/podcast/269-earley-ai-podcast-87108370/
- Stitcher: https://www.stitcher.com/show/earley-ai-podcast
- Amazon Music: https://music.amazon.com/podcasts/18524b67-09cf-433f-82db-07b6213ad3ba/earley-ai-podcast
- Buzzsprout: https://earleyai.buzzsprout.com/
Thanks to our sponsors:
60集单集
Manage episode 376475745 series 2984858
内容由Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone提供。所有播客内容(包括剧集、图形和播客描述)均由 Seth Earley & Chris Featherstone, Seth Earley, and Chris Featherstone 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal。
Today’s guest is Ben Clinch, Head of Information Architecture for BT Group . Ben joins Seth Earley and Chris Featherstone to the discuss the rapidly evolving world of data science in organization.
Takeaways:
- An intriguing aspect is the common practice of Large Language Models (LLMs) utilizing generic data models Ben and Seth discuss more effective ways to harness the power of LLMs through specialized data models and organization.
- Companies will realize quickly that they cant do any sensible Generative AI without a core of useful referential data to utilize, train and not hallucinate.
- If people lean on Generative AI, that accelerates things rapidly, but all it does is deferring knowledge to somebody else's data model.
- Some people ask if we really need a data model. Can't we just get an industry standard view and follow that? Do you want to buy an org chart? Do you want to defer how you structure your teams to somebody else's view of how you should? This may be a good starting point, but a terrible ending point.
- What is the ROI on data modeling? Think of data as an asset for your organization, and think of people as an asset for your organization. Everybody from the chairman to the guy sweeping the floor understand an org chart. They understand you have to organize your people. Otherwise, there will be involuntary anarchy.
Quote of the Show:
- “Taxonomy is a chart of accounts for knowledge" - Seth Earley
Links:
- LinkedIn:https://www.linkedin.com/in/benclinch/
- Website: https://www.bt.com/
- Twitter: https://twitter.com/BritishTelecom
Ways to Tune In:
- Earley AI Podcast: https://www.earley.com/earley-ai-podcast-home
- Apple Podcast: https://podcasts.apple.com/podcast/id1586654770
- Spotify: https://open.spotify.com/show/5nkcZvVYjHHj6wtBABqLbE?si=73cd5d5fc89f4781
- iHeart Radio: https://www.iheart.com/podcast/269-earley-ai-podcast-87108370/
- Stitcher: https://www.stitcher.com/show/earley-ai-podcast
- Amazon Music: https://music.amazon.com/podcasts/18524b67-09cf-433f-82db-07b6213ad3ba/earley-ai-podcast
- Buzzsprout: https://earleyai.buzzsprout.com/
Thanks to our sponsors:
60集单集
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