Podcast: Best Practices for Generative AI Production Deployment with Lukas Biewald
Learn about cutting-edge developments in AI and data science from the experts who know them best on ODSC’s Ai X Podcast. Each week, we release an interview with a leading expert, core contributor, experienced practitioner, or acclaimed instructor who is helping to shape the future of the AI industry through their work or research.
In this episode, Lukas Biewald, the founder and CEO of Weights & Biases, joins us to discuss the best practices for generative AI in production and his experience as an entrepreneur and investor.
Prior to founding Weights & Biases, one of the go-to platforms for machine learning, Lukas co-founded Figure Eight (formerly CrowdFlower), a pioneer in the ML data-labeling space that was subsequently acquired by Appen in 2019.
In this discussion, Lukas covers the best practices for integrating GenAI into production, with a particular focus on the importance of robust evaluation frameworks and key metrics for tracking performance. He also shares insights on using Weights & Biases and the newest platform, Weave, for model evaluation and strategies for effective model monitoring.
Finally, he touches on the non-deterministic nature of GenAI models and shares his perspective on the current AI landscape.
Then get ready to switch gears and explore the current landscape of startups and investment. Check out the Podcast topics below,
Topics:
– Introduction
– Tell us about your journey
Best practices for getting GenAI into Production
– Set the context. Tell us about WandB
– What are some of the best practices for getting into GenAI right now?
– How are companies handling model evaluation?
– Tell us about Weave
– What about model monitoring?
– How are companies handling the non-deterministic nature of GenAI models?
– What part of GenAI is overhyped?
– What is underhyped?
– Is the stack going to get more complex and are better tools needed?
Startups and Investing
– What are some of the biggest lessons you’ve learned as a successful entrepreneur?
– What do you look for in startups?
– When founders ask you for advice, what questions should they ask more?
– How do you hire great engineering talent in a very competitive market?
– What do you like to read in your downtime?
– How can people follow your work?
Show Notes
Learn more about the platforms:
Weave: https://wandb.github.io/weave/
Weights and Bias: https://github.com/wandb
Blog: https://wandb.ai/fully-connected
Listen to Lukas’ Podcast: https://podcasts.apple.com/us/podcast/gradient-dissent-conversations-on-ai/id1504567418
Learn more about the Guardrails project:
https://github.com/outlines-dev/outlines
https://github.com/guardrails-ai/guardrails
Learn more about Edward Rutherfurd’s Books:
https://www.edwardrutherfurd.com/edward-rutherfurd-books.html
Start listening now to get the full impact of Lukas’ extensive knowledge and expertise and don’t forget to subscribe to ODSC’s Ai X Podcast to ensure you never miss an episode. Finally, like what you hear? Leave a review or share it with a friend! You can listen on Spotify, Apple, and SoundCloud.To take an even deeper dive into AI topics and tools, and their effects on society at large, join us at one of our upcoming conferences, ODSC APAC (August 13th, Free Virtual), ODSC Europe (September 5–6, Hybrid, or ODSC West (October 29–31, Hybrid).
Originally posted on OpenDataScience.com
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