Embodied Intelligence Reading group

Speaker:

Date: Wednesday, February 26, 2020

Time: 2:00 PM to 3:00 PM Note: all times are in the Eastern Time Zone

Public: Yes

Location: Seminar Room G449 (Patil/Kiva)

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Host:

Contact: Ferran Alet, alet@csail.mit.edu

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Reminders to: csail-related@mit.edu

Reminder Subject: TALK: Embodied Intelligence Reading group - Double descent (instead of the seminar talk)

Instead of a presentation, this week we will have a reading group discussion on Deep double descent lead by Leslie Pack Kaelbling and Phillip Isola. Since our goal is to have a discussion, attendees are required you to read the papers before coming to the reading group; it's ok if you didn't understand them! We'll try to understand them together.
Papers:
- Reconciling modern ML practice and the classical bias-variance trade-off Belkin et al.: https://www.pnas.org/content/pnas/116/32/15849.full.pdf
- Deep Double Descent: Where Bigger Models and More Data Hurt Nakkiran et al.: https://arxiv.org/abs/1912.02292

To complement the discussion, but not required reading:
- Roger Grosse's observation of the phenomenon in 2013: https://lips.cs.princeton.edu/prior-knowledge-and-overfitting/
- Brady Neal's blog post: https://www.bradyneal.com/bias-variance-tradeoff-textbooks-update

Research Areas:
AI & Machine Learning

Impact Areas:

This event is not part of a series.

Created by Ferran Alet Email at Wednesday, February 19, 2020 at 1:11 PM.