October 09, 2024

Towards high-quality (maybe synthetic) datasets (Practical AI #290)

57 minutes

As Argilla puts it: “Data quality is what makes or breaks AI.” However, what exactly does this mean and how can AI team probably collaborate with domain experts towards improved data quality? David Berenstein & Ben Burtenshaw, who are building Argilla & Distilabel at Hugging Face, join us to dig into these topics along with synthetic data generation & AI-generated labeling / feedback.

Join the discussion

Changelog++ members save 11 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections. Push-button deployments that scale to thousands of instances. Check out the speedrun to get started in minutes.

WorkOS – A platform that gives developers a set of building blocks for quickly adding enterprise-ready features to their application. Add Single Sign-On (Okta, Azure, Google, Microsoft OAuth), sync users from any SCIM directory, HRIS integration, audit trails (SIEM), free magic link sign-in. WorkOS is designed for developers and offers a single, elegant interface that abstracts dozens of enterprise integrations. Learn more and get started at WorkOS.com

Eight Sleep – Take your sleep and recovery to the next level. Go to eightsleep.com/PRACTICALAI and use the code PRACTICALAI to get $350 off your very own Pod 4 Ultra. You can try it for free for 30 days - but we’re confident you will not want to return it. Once you experience AI-optimized sleep, you’ll wonder how you ever slept without it. Currently shipping to: United States, Canada, United Kingdom, Europe, and Australia.

Featuring:

Ben Burtenshaw – GitHub, LinkedIn, X
David Berenstein – GitHub, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, Bluesky, X
Daniel Whitenack – Website, GitHub, X

Show Notes:

Argilla

Distilabel

Synthetic Data Generator UI

Hugging Face and Argilla meetups

Something missing or broken? PRs welcome!

...more

View all episodes

By Changelog Media

4.4