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David Hand: Ai, Dark Data, LLMs, Peer Review

David Hand: Ai, Dark Data, LLMs, Peer Review

FromTheories of Everything with Curt Jaimungal


David Hand: Ai, Dark Data, LLMs, Peer Review

FromTheories of Everything with Curt Jaimungal

ratings:
Length:
82 minutes
Released:
Aug 14, 2023
Format:
Podcast episode

Description

YouTube Link: https://www.youtube.com/watch?v=41JBrC5e5tA
David Hand, professor of statistics, reveals how ChatGPT lies with "dark data"; more generally, large language models and even peer review.

Listen now early and ad-free on Patreon https://patreon.com/curtjaimungal.

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DAVID HAND'S BOOKS:
- Dark Data: https://amzn.to/446Fou1
- The Improbability Principle: https://amzn.to/3DOn1iX

TIMESTAMPS:
00:00:00 Introduction
00:01:34 What is Dark Data? (missing data matters more than what you have)
00:07:03 The perils of "changing definitions"
00:09:15 David on writing and his selective process
00:20:15 Theory-driven vs. data-driven models (& the constitution of LLMs)
00:32:08 The dilemma of partial truths
00:34:40 The "File Drawer Problem" & its adverse effects on clinical trials
00:39:09 Regression to the mean (how random variations lead to misleading conclusions)
00:44:12 Publication bias
00:48:03 Open-access models and their pitfalls
00:54:06 Why LLMs are simultaneously brilliant & stupid 
01:03:40 David’s daily routine
01:06:24 The mean vs. median
01:11:07 Every type of "Dark Data" listed (watch this first!)
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Released:
Aug 14, 2023
Format:
Podcast episode

Titles in the series (100)

Exploring theoretical physics, consciousness, free will, and God. If you'd like to support this podcast, then visit the Patreon (https://patreon.com/curtjaimungal). Thank you for your charitable and kind hearted support. My name is Curt Jaimungal, a Torontonian filmmaker making a documentary on the above topics (as for what shape the final settled project will take, I'm unsure). During the exploratory phase, there will be a plethora of interviews / conversations with intellectuals placed on this channel -- approximately un-edited.