Lex Fridman Podcast - #108 – Sergey Levine: Robotics and Machine Learning

Sergey Levine is a professor at Berkeley and a world-class researcher in deep learning, reinforcement learning, robotics, and computer vision, including the development of algorithms for end-to-end training of neural network policies that combine perception and control, scalable algorithms for inverse reinforcement learning, and deep RL algorithms.

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Here’s the outline of the episode. On some podcast players you should be able to click the timestamp to jump to that time.

OUTLINE:
00:00 – Introduction
03:05 – State-of-the-art robots vs humans
16:13 – Robotics may help us understand intelligence
22:49 – End-to-end learning in robotics
27:01 – Canonical problem in robotics
31:44 – Commonsense reasoning in robotics
34:41 – Can we solve robotics through learning?
44:55 – What is reinforcement learning?
1:06:36 – Tesla Autopilot
1:08:15 – Simulation in reinforcement learning
1:13:46 – Can we learn gravity from data?
1:16:03 – Self-play
1:17:39 – Reward functions
1:27:01 – Bitter lesson by Rich Sutton
1:32:13 – Advice for students interesting in AI
1:33:55 – Meaning of life

SCOTUScast - Barr v. American Association of Political Consultants, Inc. – Post-Decision SCOTUScast

On July 6, 2020, the U.S. Supreme Court released its decision in Barr v. American Association of Political Consultants Inc., a case involving a dispute over whether the government-debt exception to the Telephone Consumer Protection Act of 1991’s automated-call restriction violates the First Amendment, and whether the proper remedy for any constitutional violation is to sever the exception from the remainder of the statute.
By a vote of 6-3, in an opinion by Justice Kavanaugh, the Court affirmed the case, holding that The exception for calls to collect government debt from a federal ban on robocalls to cellphones violates the First Amendment, but the exception is severable from the rest of the Telephone Consumer Protection Act of 1991.
Justice Thomas joined the court’s opinion as to parts I and II. Justice Sotomayor filed an opinion concurring in the judgment. Justice Breyer filed an opinion concurring in the judgment with respect to severability and dissenting in part, in which Justices Ginsburg and Kagan joined. Justice Gorsuch filed an opinion concurring in the judgment in part and dissenting in part, in which Justice Thomas joined as to part II.
To discuss the case, we have Michael R. Dimino, Professor of Law at Widener University School of Law.
As always, the Federalist Society takes no particular legal or public policy positions. All opinions expressed are those of the speakers.

SCOTUScast - USAID v. Alliance for Society International, Inc. – Post-Decision SCOTUScast

On June 29, 2020 the Supreme Court released its decision in United States Agency for International Development v. Alliance for Open Society International. By a vote of 5-3, the judgment of the U.S. Court of Appeals for the Second Circuit is reversed. The justices held that the enforcement of a law requiring foreign affiliates of domestic groups receiving funds to fight HIV/AIDS to have a policy opposing prostitution and sex trafficking does not violate the First Amendment. Justice Kavanaugh's majority opinion was joined by the Chief Justice and Justices Thomas, Alito, and Gorsuch. Justice Thomas also filed a concurring opinion. Justice Breyer dissented, joined by Justices Ginsburg and Sotomayor. Justice Kagan took no part in the consideration or decision of the case. Our speakers will discuss the decision and its implications.
To discuss the case, we have both Casey Mattox, a Senior Fellow focusing on toleration and free speech at the Charles Koch Institute, and Krystal B. Swendsboe, Associate at Wiley Rein LLP.

The Intelligence from The Economist - Crude awakening: the Arab world after oil

Historic price fluctuations are hastening a post-oil transition that many Arab countries were already contemplating. That could foment plenty of unrest, but also some much-needed reforms. Not many Americans had, until recently, relied on midwifery. Now business is booming—and that has big public-health benefits. And a much-needed update to the old saw that work expands to fill the time available. For full access to print, digital and audio editions of The Economist, subscribe here www.economist.com/intelligenceoffer

The Best One Yet - “PepsiCo should rename to SnacksCo” — Netflix’s earnings preview. Pepsi’s immuni-foods focus. Tech’s billions go to India.

Earnings season kicks off and it’s (shocker) supposed to be brutal — so we’re looking at the one potential bright spot: Netflix. Pepsi’s soda sales fell, snacks sales surged, and it’s already focusing on a new trend: Cleansing your insides. And with all the drama between the US and China, the big winner is India — which just snagged a $10B check from Google. Learn more about your ad choices. Visit podcastchoices.com/adchoices See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

What Next | Daily News and Analysis - Sweden Screwed Up

Swedish officials eschewed sweeping shutdowns when the pandemic hit. Some reasoned that Sweden could still power down if COVID-19 cases spiked. But the spike arrived, along with a high death rate, and still there’s been no policy change. 

Guest: Lena Einhorn, author, filmmaker, and former medical researcher. 

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Land of the Giants - Netflix vs. Hollywood | Part 1

Loaning out shows and movies to Netflix used to be a great way for studios to make a little money on the side, until they realized they were training audiences everywhere to watch Netflix. In this episode, we look at how Netflix went from renting content—and breathing new life into shows like Breaking Bad and The Office — to investing heavily in original content and changing Hollywood forever.


Hosts: Peter Kafka & Rani Molla

This podcast is a production of Recode by Vox and the Vox Media Podcast Network. This episode was produced by Zach Mack, Bridget Armstrong. Our editor is Charlie Herman. Gautam Srikishan engineered and scored this episode. Nishat Kurwa is the Executive Producer.

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