# Shreya Shankar — Operationalizing Machine Learning

Page: https://stenobird.com/podcast/gradient-dissent/shreya-shankar-operationalizing-machine-learning
Text version: https://stenobird.com/podcast/gradient-dissent/shreya-shankar-operationalizing-machine-learning.md
Podcast: [Gradient Dissent: Conversations on AI](https://stenobird.com/podcast/gradient-dissent)
Published: 2023-03-03T00:39:00+00:00
Episode link: https://wandb.ai/wandb_fc/gradient-dissent/reports/Shreya-Shankar-Operationalizing-Machine-Learning--VmlldzozNjg4MzUz
Audio file: https://podcasts.captivate.fm/media/37f2c611-ce30-4734-bfab-b7328bbbe43d/out.mp3
Processing state: failed
JSON: https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/shreya-shankar-operationalizing-machine-learning
Duration seconds: 3278

## Resource

About This Episode Shreya Shankar is a computer scientist, PhD student in databases at UC Berkeley, and co-author of "Operationalizing Machine Learning: An Interview Study", an ethnographic interview study with 18 machine learning engineers across a variety of industries on their experience deploying and maintaining ML pipelines in production. Shreya explains the high-level findings of "Operationalizing Machine Learning"; variables that indicate a successful deployment (velocity, validation, and versioning), common pain points, and a grouping of the MLOps tool stack into four layers. Shreya and Lukas also discuss examples of data challenges in production, Jupyter Notebooks, and reproducibility. Show notes (transcript and links): http://wandb.me/gd-shreya --- 💬 *Host:* Lukas Biewald --- *Subscribe and listen to Gradient Dissent today!* 👉 Apple Podcasts: http://wandb.me/apple-podcasts​​ 👉 Google Podcasts: http://wandb.me/google-podcasts​ 👉 Spotify: http://wandb.me/spotify​

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/gradient-dissent/episodes/shreya-shankar-operationalizing-machine-learning/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/gradient-dissent/shreya-shankar-operationalizing-machine-learning.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.