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The state of open source AI

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Manage episode 389066051 series 2385063
Contenu fourni par Changelog Media. Tout le contenu du podcast, y compris les épisodes, les graphiques et les descriptions de podcast, est téléchargé et fourni directement par Changelog Media ou son partenaire de plateforme de podcast. Si vous pensez que quelqu'un utilise votre œuvre protégée sans votre autorisation, vous pouvez suivre le processus décrit ici https://fr.player.fm/legal.

The new open source AI book from PremAI starts with “As a data scientist/ML engineer/developer with a 9 to 5 job, it’s difficult to keep track of all the innovations.” We couldn’t agree more, and we are so happy that this week’s guest Casper (among other contributors) have created this resource for practitioners.

During the episode, we cover the key categories to think about as you try to navigate the open source AI ecosystem, and Casper gives his thoughts on fine-tuning, vector DBs & more.

Join the discussion

Changelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • Changelog News – A podcast+newsletter combo that’s brief, entertaining & always on-point. Subscribe today.
  • FastlyOur bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com
  • Fly.ioThe home of Changelog.com — Deploy your apps and databases close to your users. In minutes you can run your Ruby, Go, Node, Deno, Python, or Elixir app (and databases!) all over the world. No ops required. Learn more at fly.io/changelog and check out the speedrun in their docs.

Featuring:

Show Notes:

State of Open Source AI Book - 2023 Edition

Something missing or broken? PRs welcome!

  continue reading

Chapitres

1. Welcome to Practical AI (00:00:00)

2. Advent of Gen AI (00:00:43)

3. PremAI open source AI (00:02:03)

4. How to categorize open source AI (00:05:33)

5. Different types of open (00:08:44)

6. Alighned vs unaligned models (00:12:13)

7. The AI ecosystem (00:13:47)

8. Value of fine-tuning (00:16:06)

9. Large vision models (00:18:58)

10. The major model families (00:20:05)

11. Community around the book (00:22:51)

12. Where to find the book (00:25:00)

13. Sponsor: Changelog News (00:26:36)

14. How to use the book (00:28:20)

15. Desktop apps in open source AI (00:31:08)

16. Reflecting on the book (00:35:12)

17. Hot takes (00:36:21)

18. Encouraging open source contribution (00:37:25)

19. Closing thoughts (00:40:18)

20. Outro (00:41:41)

293 episodes

Artwork
iconPartager
 
Manage episode 389066051 series 2385063
Contenu fourni par Changelog Media. Tout le contenu du podcast, y compris les épisodes, les graphiques et les descriptions de podcast, est téléchargé et fourni directement par Changelog Media ou son partenaire de plateforme de podcast. Si vous pensez que quelqu'un utilise votre œuvre protégée sans votre autorisation, vous pouvez suivre le processus décrit ici https://fr.player.fm/legal.

The new open source AI book from PremAI starts with “As a data scientist/ML engineer/developer with a 9 to 5 job, it’s difficult to keep track of all the innovations.” We couldn’t agree more, and we are so happy that this week’s guest Casper (among other contributors) have created this resource for practitioners.

During the episode, we cover the key categories to think about as you try to navigate the open source AI ecosystem, and Casper gives his thoughts on fine-tuning, vector DBs & more.

Join the discussion

Changelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • Changelog News – A podcast+newsletter combo that’s brief, entertaining & always on-point. Subscribe today.
  • FastlyOur bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com
  • Fly.ioThe home of Changelog.com — Deploy your apps and databases close to your users. In minutes you can run your Ruby, Go, Node, Deno, Python, or Elixir app (and databases!) all over the world. No ops required. Learn more at fly.io/changelog and check out the speedrun in their docs.

Featuring:

Show Notes:

State of Open Source AI Book - 2023 Edition

Something missing or broken? PRs welcome!

  continue reading

Chapitres

1. Welcome to Practical AI (00:00:00)

2. Advent of Gen AI (00:00:43)

3. PremAI open source AI (00:02:03)

4. How to categorize open source AI (00:05:33)

5. Different types of open (00:08:44)

6. Alighned vs unaligned models (00:12:13)

7. The AI ecosystem (00:13:47)

8. Value of fine-tuning (00:16:06)

9. Large vision models (00:18:58)

10. The major model families (00:20:05)

11. Community around the book (00:22:51)

12. Where to find the book (00:25:00)

13. Sponsor: Changelog News (00:26:36)

14. How to use the book (00:28:20)

15. Desktop apps in open source AI (00:31:08)

16. Reflecting on the book (00:35:12)

17. Hot takes (00:36:21)

18. Encouraging open source contribution (00:37:25)

19. Closing thoughts (00:40:18)

20. Outro (00:41:41)

293 episodes

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