Evolving AI Systems Gracefully with Stefano Soatto - #502

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由Player FM以及我们的用户群所搜索的TWIML and Sam Charrington — 版权由出版商所拥有,而不是Player FM,音频直接从出版商的伺服器串流. 点击订阅按钮以查看Player FM更新,或粘贴收取点链接到其他播客应用程序里。

Today we’re joined by Stefano Soatto, VP of AI applications science at AWS and a professor of computer science at UCLA.

Our conversation with Stefano centers on recent research of his called Graceful AI, which focuses on how to make trained systems evolve gracefully. We discuss the broader motivation for this research and the potential dangers or negative effects of constantly retraining ML models in production. We also talk about research into error rate clustering, the importance of model architecture when dealing with problems of model compression, how they’ve solved problems of regression and reprocessing by utilizing existing models, and much more.

The complete show notes for this episode can be found at twimlai.com/go/502.

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