AI is more than GenAI

Practical AI: Machine Learning, Data Science, LLM

GenAI is often what people think of when someone mentions AI. However, AI is much more. In this episode, Daniel breaks down a history of developments in data science, machine learning, AI, and GenAI in this episode to give listeners a better mental model. Don’t miss this one if you are wanting to understand the AI ecosystem holistically and how models, embeddings, data, prompts, etc. all fit together.

Join the discussion

Changelog++ members save 2 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

• Speakeasy – Production-ready, enterprise-resilient, best-in-class SDKs crafted in minutes. Speakeasy takes care of the entire SDK workflow to save you significant time, delivering SDKs to your customers in minutes with just a few clicks! Create your first SDK for free!

Featuring:

• Daniel Whitenack – Website, GitHub, X

Show Notes:

• scikit-learn
• AutoML in Google Cloud

Something missing or broken? PRs welcome!

Розділи

1. Welcome to Practical AI (00:00:00)

2. Sponsor: Speakeasy (00:00:48)

https://speakeasy.com/

3. Show rundown (00:01:47)

4. AI ≠ Generative AI (00:02:44)

5. Tour of AI ML history (00:03:34)

6. 1st phase of ML (00:04:45)

7. Parameterized software functions (00:06:12)

8. Forming the model (00:09:43)

9. Foundation models (00:12:59)

10. 1st aside (00:19:23)

11. 2nd aside (00:22:49)

12. Most recent phase (00:25:16)

13. Current state of AI (00:28:51)

14. Still efficient (00:32:06)

15. Role specific models (00:33:46)

16. Combination of models (00:35:01)

17. It's not fairy dust (00:36:06)

18. Wrapping up (00:37:19)

19. Outro (00:39:17)