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The Challenge of AI Model Evaluations with Ankur Goyal

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Manage episode 487909891 series 2455731
Content provided by Software Engineering Daily. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Software Engineering Daily or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Evaluations are critical for assessing the quality, performance, and effectiveness of software during development. Common evaluation methods include code reviews and automated testing, and can help identify bugs, ensure compliance with requirements, and measure software reliability.

However, evaluating LLMs presents unique challenges due to their complexity, versatility, and potential for unpredictable behavior.

Ankur Goyal is the CEO and Founder of Braintrust Data, which provides an end-to-end platform for AI application development, and has a focus on making LLM development robust and iterative. Ankur previously founded Impira which was acquired by Figma, and he later ran the AI team at Figma. Ankur joins the show to talk about Braintrust and the unique challenges of developing evaluations in a non-deterministic context.

Sean's been an academic, startup founder, and Googler. He has published works covering a wide range of topics from AI to quantum computing. Currently, Sean is an AI Entrepreneur in Residence at Confluent where he works on AI strategy and thought leadership. You can connect with Sean on LinkedIn.

Please click here to see the transcript of this episode.

Sponsorship inquiries: [email protected]

  continue reading

2099 episodes

Artwork
iconShare
 
Manage episode 487909891 series 2455731
Content provided by Software Engineering Daily. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Software Engineering Daily or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

Evaluations are critical for assessing the quality, performance, and effectiveness of software during development. Common evaluation methods include code reviews and automated testing, and can help identify bugs, ensure compliance with requirements, and measure software reliability.

However, evaluating LLMs presents unique challenges due to their complexity, versatility, and potential for unpredictable behavior.

Ankur Goyal is the CEO and Founder of Braintrust Data, which provides an end-to-end platform for AI application development, and has a focus on making LLM development robust and iterative. Ankur previously founded Impira which was acquired by Figma, and he later ran the AI team at Figma. Ankur joins the show to talk about Braintrust and the unique challenges of developing evaluations in a non-deterministic context.

Sean's been an academic, startup founder, and Googler. He has published works covering a wide range of topics from AI to quantum computing. Currently, Sean is an AI Entrepreneur in Residence at Confluent where he works on AI strategy and thought leadership. You can connect with Sean on LinkedIn.

Please click here to see the transcript of this episode.

Sponsorship inquiries: [email protected]

  continue reading

2099 episodes

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