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technologyNov 12, 20241:04:25pending

Ep 47: Chief AI Scientist of Databricks Jonathan Frankle on Why New Model Architectures are Unlikely, When to Pre-Train or Fine Tune, and Hopes for Future AI Policy

About this episode

Jonathan Frankle is the Chief AI Scientist at Databricks ($43B), which he joined through the acquisition of MosaicML in July 2023. Databricks has over 12,000 customers on the cutting edge of AI; Jonathan works to anticipate their needs and offer solutions even as the tech is rapidly evolving.

 

[0:00] Intro

[0:52] Incentives and Team Motivation at Databricks

[2:40] The Evolution of AI Models: Transformers vs. LSTMs

[5:27] Mosaic and Databricks: A Strategic Merger

[7:31] Guidance on AI Model Training and Fine-Tuning

[11:11] Building Effective AI Evaluations

[16:02] Domain-Specific AI Models and Their Importance

[19:37] The Future of AI: Challenges and Opportunities

[25:07] Ethical Considerations and Human-AI Interaction

[29:13] Customer Collaboration and AI Implementation

[30:45] Navigating AI Tools and Techniques

[35:41] The Role of Open Source Models

[36:46] AI Infrastructure and Partnerships

[48:27] Academia's Role in AI Research

[52:09] Ethics and Policy in AI

[57:47] Quickfire

 

With your co-hosts: 

@jacobeffron 

- Partner at Redpoint, Former PM Flatiron Health 

@patrickachase 

- Partner at Redpoint, Former ML Engineer LinkedIn 

@ericabrescia 

- Former COO Github, Founder Bitnami (acq’d by VMWare) 

@jordan_segall 

- Partner at Redpoint

Jacob is an AI investor at Redpoint Ventures. He's led Redpoint's investments in companies like Abridge, Physical Intelligence & Legora. Follow Jacob on Twitter (@jacobeffron).

On Unsupervised Learning we probe the sharpest minds in AI in search for the truth about what's real today, what will be real in the future and what it all means for businesses and the world. If you're a builder, researcher or investor navigating the AI world, this podcast will help you deconstruct and understand the most important breakthroughs and see a clearer picture of reality. Subscribe to this show to stay up to date on our latest episodes.

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Ep 47: Chief AI Scientist of Databricks Jonathan Frankle on Why New Model Architectures are Unlikely, When to Pre-Train or Fine Tune, and Hopes for Future AI Policy

Unsupervised Learning with Jacob Effron

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