# 108. Last Week In AI — 2021: The (full) year in review Page: https://stenobird.com/podcast/towards-data-science/108-last-week-in-ai-2021-the-full-year-in-review Text version: https://stenobird.com/podcast/towards-data-science/108-last-week-in-ai-2021-the-full-year-in-review.md Podcast: [Towards Data Science](https://stenobird.com/podcast/towards-data-science) Published: 2022-01-05T15:21:52+00:00 Episode link: https://podcasters.spotify.com/pod/show/towardsdatascience/episodes/108--Last-Week-In-AI--2021-The-full-year-in-review-e1ch7nn Audio file: https://anchor.fm/s/36b4844/podcast/play/45702327/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2022-0-4%2Fd2caa60d-f61a-a69a-9e68-b254fac5ff12.m4a Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/towards-data-science/episodes/108-last-week-in-ai-2021-the-full-year-in-review Duration seconds: 3021 ## Resource 2021 has been a wild ride in many ways, but its wildest features might actually be AI-related. We’ve seen major advances in everything from language modeling to multi-modal learning, open-ended learning and even AI alignment. So, we thought, what better way to take stock of the big AI-related milestones we’ve reached in 2021 than a cross-over episode with our friends over at the Last Week In AI podcast. *** Intro music : - Artist: Ron Gelinas - Track Title: Daybreak Chill Blend (original mix) - Link to Track: https://youtu.be/d8Y2sKIgFWc *** Chapters : 0:00 Intro 2:15 Rise of multi-modal models 7:40 Growth of hardware and compute 13:20 Reinforcement learning 20:45 Open-ended learning 26:15 Power seeking paper 32:30 Safety and assumptions 35:20 Intrinsic vs. extrinsic motivation 42:00 Mapping natural language 46:20 Timnit Gebru’s research institute 49:20 Wrap-up ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/towards-data-science/episodes/108-last-week-in-ai-2021-the-full-year-in-review/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/towards-data-science/108-last-week-in-ai-2021-the-full-year-in-review.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.