# Weights & Biases with Chris Van Pelt Page: https://stenobird.com/podcast/machine-learning-archives-software-engineering-daily/weights-biases-with-chris-van-pelt Text version: https://stenobird.com/podcast/machine-learning-archives-software-engineering-daily/weights-biases-with-chris-van-pelt.md Podcast: [Machine Learning Archives - Software Engineering Daily](https://stenobird.com/podcast/machine-learning-archives-software-engineering-daily) Published: 2023-12-12T10:00:32+00:00 Episode link: https://softwareengineeringdaily.com/2023/12/12/weights-biases-with-chris-van-pelt/?utm_source=rss&utm_medium=rss&utm_campaign=weights-biases-with-chris-van-pelt Audio file: https://traffic.megaphone.fm/SED1851833346.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/machine-learning-archives-software-engineering-daily/episodes/weights-biases-with-chris-van-pelt Duration seconds: 2302 ## Resource Machine learning model research requires running expensive, long-running experiments where even a slight mis-calibration can cost millions of dollars in underutilized compute resources. Once trained, model deployment, production monitoring, and observability requirements all present unique operational challenges. Chris Van Pelt is the Chief Information Officer of Weights and Biases, which is the industry standard in ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/machine-learning-archives-software-engineering-daily/episodes/weights-biases-with-chris-van-pelt/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/machine-learning-archives-software-engineering-daily/weights-biases-with-chris-van-pelt.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.