Michael Kearns: Algorithmic Fairness, Bias, Privacy, and Ethics in Machine Learning
Lex Fridman Podcast19 Nov 2019

Michael Kearns: Algorithmic Fairness, Bias, Privacy, and Ethics in Machine Learning

Michael Kearns is a professor at University of Pennsylvania and a co-author of the new book Ethical Algorithm that is the focus of much of our conversation, including algorithmic fairness, bias, privacy, and ethics in general. But, that is just one of many fields that Michael is a world-class researcher in, some of which we touch on quickly including learning theory or theoretical foundations of machine learning, game theory, algorithmic trading, quantitative finance, computational social science, and more.

This conversation is part of the Artificial Intelligence podcast. If you would like to get more information about this podcast go to https://lexfridman.com/ai or connect with @lexfridman on Twitter, LinkedIn, Facebook, Medium, or YouTube where you can watch the video versions of these conversations. If you enjoy the podcast, please rate it 5 stars on Apple Podcasts or support it on Patreon. This episode is sponsored by Pessimists Archive podcast. Here’s the outline with timestamps for this episode (on some players you can click on the timestamp to jump to that point in the episode):

00:00 – Introduction
02:45 – Influence from literature and journalism
07:39 – Are most people good?
13:05 – Ethical algorithm
24:28 – Algorithmic fairness of groups vs individuals
33:36 – Fairness tradeoffs
46:29 – Facebook, social networks, and algorithmic ethics
58:04 – Machine learning
58:05 – Machine learning
59:19 – Algorithm that determines what is fair
1:01:25 – Computer scientists should think about ethics
1:05:59 – Algorithmic privacy
1:11:50 – Differential privacy
1:19:10 – Privacy by misinformation
1:22:31 – Privacy of data in society
1:27:49 – Game theory
1:29:40 – Nash equilibrium
1:30:35 – Machine learning and game theory
1:34:52 – Mutual assured destruction
1:36:56 – Algorithmic trading
1:44:09 – Pivotal moment in graduate school

Avsnitt(494)

#485 – David Kirtley: Nuclear Fusion, Plasma Physics, and the Future of Energy

#485 – David Kirtley: Nuclear Fusion, Plasma Physics, and the Future of Energy

David Kirtley is a nuclear fusion engineer and CEO of Helion Energy, a company working on building the world’s first commercial fusion power plant by 2028. Thank you for listening ❤ Check out our spon...

17 Nov 20250s

#484 – Dan Houser: GTA, Red Dead Redemption, Rockstar, Absurd & Future of Gaming

#484 – Dan Houser: GTA, Red Dead Redemption, Rockstar, Absurd & Future of Gaming

Dan Houser is co-founder of Rockstar Games and is a legendary creative mind behind Grand Theft Auto (GTA) and Red Dead Redemption series of video games. Thank you for listening ❤ Check out our sponsor...

31 Okt 20252h 54min

#483 – Julia Shaw: Criminal Psychology of Murder, Serial Killers, Memory & Sex

#483 – Julia Shaw: Criminal Psychology of Murder, Serial Killers, Memory & Sex

Julia Shaw is a criminal psychologist and author who in her books explores human nature, including psychopathy, violent crime, the psychology of evil, police interrogation, false memory manipulation, ...

14 Okt 20252h 48min

#482 – Pavel Durov: Telegram, Freedom, Censorship, Money, Power & Human Nature

#482 – Pavel Durov: Telegram, Freedom, Censorship, Money, Power & Human Nature

Pavel Durov is the founder and CEO of Telegram. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep482-sc See below for timestamps, transcript, and to give feedback, s...

1 Okt 20254h 42min

#481 – Norman Ohler: Hitler, Nazis, Drugs, WW2, Blitzkrieg, LSD, MKUltra & CIA

#481 – Norman Ohler: Hitler, Nazis, Drugs, WW2, Blitzkrieg, LSD, MKUltra & CIA

Norman Ohler is a historian and author of “Blitzed: Drugs in the Third Reich,” a book that investigates the role of psychoactive drugs, particularly stimulants such as methamphetamine, in the military...

19 Sep 20254h 31min

#480 – Dave Hone: T-Rex, Dinosaurs, Extinction, Evolution, and Jurassic Park

#480 – Dave Hone: T-Rex, Dinosaurs, Extinction, Evolution, and Jurassic Park

Dave Hone is a paleontologist, expert on dinosaurs, co-host of the Terrible Lizards podcast, and author of numerous scientific papers and books on the behavior and ecology of dinosaurs. He lectures at...

4 Sep 20253h 41min

#479 – Dave Plummer: Programming, Autism, and Old-School Microsoft Stories

#479 – Dave Plummer: Programming, Autism, and Old-School Microsoft Stories

Dave Plummer is a programmer, former Microsoft software engineer (Windows 95, NT, XP), creator of Task Manager, author of two books on autism, and host of the Dave’s Garage YouTube channel, where he s...

29 Aug 20250s

#478 – Scott Horton: The Case Against War and the Military Industrial Complex

#478 – Scott Horton: The Case Against War and the Military Industrial Complex

Scott Horton is the director of the Libertarian Institute, editorial director of Antiwar.com, host of The Scott Horton Show, co-host of Provoked, and for the past three decades a staunch critic of U.S...

24 Aug 202510h 35min

Populärt inom Vetenskap

dumma-manniskor
svd-nyhetsartiklar
p3-dystopia
allt-du-velat-veta
kapitalet-en-podd-om-ekonomi
rss-ufo-bortom-rimligt-tvivel
rss-vetenskapsradion-2
det-morka-psyket
rss-vetenskapsradion
medicinvetarna
bildningspodden
sexet
rss-geopodden-2
vetenskapsradion
rss-experimentet
4health-med-anna-sparre
halsorevolutionen
rss-spraket
rss-arkeologi-historia-podden-som-graver-i-vart-kulturlandskap
hacka-livet