Last Week in AI

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299 afleveringen, van nieuw naar oud

  1. Bias in Twitter & Zoom, LAPD Facial Recognition, GPT-3 Exclusivity

    1 oktober 2020 · 23 min

    Afspelen
    Our latest episode with a summary and discussion of last week's big AI news! Lees meer

    This week Twitter and Zoom’s algorithmic bias issues, Despite past denials, LAPD has used facial recognition software 30,000 times in last decade, records show, We’re not ready for AI, says the winner of a new $1m AI prize, How humane is the UK’s plan to introduce robot companions in care homes?, OpenAI is giving Microsoft exclusive access to its GPT-3 language model

    0:00 - 0:40 Intro

    0:40 - 5:00 News Summary segment

    5:00 News Discussion segment

    Find this and more in our text version of this news roundup: https://www.skynettoday.com/digests/the-eighty-fourth

    Music: Deliberate Thought, Inspired by Kevin MacLeod (incompetech.com)

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  2. Face Mask Recognition, Detecting Disinformation, Protecting Kids, and Uber‘s Crash

    24 september 2020 · 24 min

    Afspelen
    Our latest episode with a summary and discussion of last week's big AI news! Lees meer

    This week Face mask recognition has arrived - for better or worse, Google claims its AI is becoming better at recognizing breaking news and disinformation, Why kids need special protection from AI’s influence, Why Wasn’t Uber Charged in a Fatal Self-Driving Car Crash?

    0:00 - 0:35 Intro

    0:35 - 5:25 News Summary segment

    5:25 News Discussion segment

    Find this and more in our text version of this news roundup: https://www.skynettoday.com/digests/the-eighty-third

    Music: Deliberate Thought, Inspired by Kevin MacLeod (incompetech.com)

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  3. The Evolving Impact of Robots on Jobs

    19 september 2020 · 30 min

    Afspelen
    An interview with Professors Jong Hyun Chung and Yong Suk Lee about their recent paper The Evolving Impact of Robots on Jobs. Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  4. GPT-3 Clickbait, Wildfires, Heroes, Standards, Exports

    17 september 2020 · 24 min

    Afspelen
    Our latest episode with a summary and discussion of last week's big AI news! Lees meer

    This week Hope Returns to the Machine Learning Universe, California Utilities Hope Drones, AI Will Lower Risk of Future Wildfires, How to edit writing by a robot: a step-by-step guide, The Guardian’s GPT-3-generated article is everything wrong with media hype, *AI standards launched to help tackle the problem of overhyped studies, IBM says U.S. should adopt new export controls on facial recognition systems

    0:00 - 0:40 Intro

    0:40 - 5:00 News Summary segment

    5:00 News Discussion segment

    Find this and more in our text version of this news roundup: https://www.skynettoday.com/digests/the-eighty-second

    Music: Deliberate Thought, Inspired by Kevin MacLeod (incompetech.com)

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  5. Heartbeat DeepFake Detection, Robot Drug Tests, Ethics as a Service

    10 september 2020 · 20 min

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    Our latest episode with a summary and discussion of last week's big AI news! Lees meer

    This week AI researchers use heartbeat detection to identify deepfake videos, This know-it-all AI learns by reading the entire web nonstop, Google Offers to Help Others With the Tricky Ethics of AI, Robotics, AI, and Cloud Computing Combine to Supercharge Chemical and Drug Synthesis

    0:00 - 0:40 Intro

    0:40 - 4:00 News Summary segment

    4:00 News Discussion segment

    Find this and more in our text version of this news roundup: https://www.skynettoday.com/digests/the-eightieth

    Music: Deliberate Thought, Inspired by Kevin MacLeod (incompetech.com)

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  6. DeepFake Ads and Memes, New AI Ethics, and AI for Emergency Response

    4 september 2020 · 29 min

    Afspelen
    Our latest episode with a summary and discussion of last week's big AI news! Lees meer

    This week "Hulu deepfaked its new ad. It won’t be the last.", "Memers are making deepfakes, and things are getting weird" , "The term ‘ethical AI’ is finally starting to mean something", and "The utopian promise and dystopian potential of real-time detection of police, fire, and medical emergencies".

    Intro: 0:00 - 0:45

    News Summary segment: 0:45 - 6:45

    News Discussion segment: 6:45 onward

    Find this and more in our text version of this news roundup: https://www.skynettoday.com/digests/the-eightieth

    Music: Deliberate Thought, Inspired by Kevin MacLeod (incompetech.com)

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  7. U.S. Public Opinion about AI with Professor Paul Brewer and co-authors

    2 september 2020 · 38 min

    Afspelen
    An interview with Professor Paul Brewer and PhD Students James Bingaman and Ashely Paintsil about their new survey paper "Media Messages and U.S. Public Opinion about Artificial Intelligence" about what the general U.S. public thinks about AI, and how popular media and interaction with new technology shapes it. Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  8. Machine Learning + Procedural Content Generation with Julian Togelius and Sebastian Risi

    29 augustus 2020 · 48 min

    Afspelen
    An interview with Professors Julian Togelius and Sebastian Risi about their new survey paper "Increasing generality in machine learning through procedural content generation", their work at modl.ai, and more! Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  9. Hate Speech, Applied AI, NYPD, & Grades

    26 augustus 2020 · 27 min

    Afspelen
    Our latest roundup of last week's big AI news! Lees meer

    Plus, Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss the news and offer their thoughts.

    We are trying out this combination of formats for the first time - please fill out the listener survey to let us know what you think about it: bit.ly/ltasurvey

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  10. AI Setting Grades, ICE Pays Clearview, and Much More

    22 augustus 2020 · 30 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Please fill out the listener survey: bit.ly/ltasurvey

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  11. The Alexa Prize Challenge with Stanford's Abigail See and Ashwin Paranjape

    20 augustus 2020 · 37 min

    Afspelen
    An interview with Stanford AI Lab PhDs Abigal See and Ashwin Paranjape about their involvement with the Alexa Prize Challenge and what it took to enable their chatbot Chirpy Cardinal to take second place. Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  12. Mini Episode: ICE/Clearview, Race Detection and Schools

    16 augustus 2020 · 6 min

    Afspelen
    Our thirteenth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at the ICE/Clearview AI contract, the growth of race detection software, and how AI is being used to assign students final grades and reopen schools.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

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  13. 2020, China, Face Recognition, and DeepFakes

    14 augustus 2020 · 30 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories, relating to AI's struggles in 2020, Chinese AI surveillance, tools to fight facial recognition, and more! Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  14. Mini Episode: TikTok, Cheap Deepfakes, AI in 2020, and Deference

    9 augustus 2020 · 6 min

    Afspelen
    Our twelfth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at Microsoft's reasons for the TikTok acquisition, how depefakes are becoming cheaper, AI's struggle to adapt to 2020, and how AI is learning when to defer to humans.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  15. BLM, Genderify, Jobs, and AI Parody

    7 augustus 2020 · 27 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories, relating to Black Lives Matter, the disaster that was Genderify, possible ways jobs will be lost, and Weird A.I. Yankovic. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  16. Mini Episode: Two Facial Recognition Stories, A Reckoning for NLP, and ”Self-Programming Computers

    2 augustus 2020 · 6 min

    Afspelen
    Our eleventh audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at two recent stories on facial recognition, why Natural Language Processing researchers might be chasing the wrong goal, and a clickbait headline accompanying an exciting story about automated code generation.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  17. Mini Episode: AI Fashion Models, AI for Job Hopping, Facebook Simulations, and Weird A.I. Yankovic

    26 juli 2020 · 6 min

    Afspelen
    Our tenth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at how AI might threaten fashion models' jobs, how AI is being used to predict job hopping, Facebook's simulations of bad user behavior, and A.I. generated parody songs.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  18. GPT-3, Limits of Deep Learning, Deepfakes in the Real World

    26 juli 2020 · 34 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  19. On the State of AI Ethics Report with its authors

    24 juli 2020 · 44 min

    Afspelen
    An interview with the Founder of the Montreal AI Ethics Institute Abhishek Gupta, as well as fellow AI Ethics researchers Camylle Lanteigne, Muriam Fancy, Ryan Khurana, about their recent State of AI Ethics Report. Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  20. Mini Episode: Pentagon AI, Deep Learning‘s Limits, Discharging Patients, and Robust AI

    20 juli 2020 · 6 min

    Afspelen
    Our ninth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at the Pentagon's Joint AI Center, recent research on the computational limits of deep learning, how AI is being used to decide when to discharge patients, and a recent report on robust AI research.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  21. Therapy Chatbots, AI Ethics at Google, and Higher-Res Climate Data

    19 juli 2020 · 32 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 Licensea

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  22. Creators of "The Gradient" on its Origins and Purpose

    16 juli 2020 · 35 min

    Afspelen
    A chat among several of the founders of online AI-focused magazine The Gradient (thegradient.pub) about its origins and purpose. Lees meer

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    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  23. Mini Episode: AI Therapists, Facial Recognition in Detroit, Decolonialism in AI, and Deepfakes for Corporate Training

    12 juli 2020 · 6 min

    Afspelen
    Our eighth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at the rise of AI therapy bots, the fight against facial recognition in Detroit, a paper from DeepMind and Oxford on decolonialism in AI, and how deepfakes are being used for corporate training.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

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  24. ACM on Facial Recognition, National AI Cloud, and Positive DeepFakes

    10 juli 2020 · 22 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 Licensea

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  25. Mini Episode: Redeeming AI, More Lessons in AI Bias, and a National AI Research Cloud

    5 juli 2020 · 5 min

    Afspelen
    Our seventh audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at how an HBO documentary is using deepfake technology for good, a new system to measure AI's carbon impact, a follow-up from last week's story on Timnit Gebru and Yann LeCun, and finally the push for a national AI research cloud.

    Check out all the stories discussed here and more at www.skynettoday.com

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  26. False Facial Recognition, Biased AI Drama, and Neo-Phrenology

    4 juli 2020 · 28 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  27. Mini Episode: Lessons in AI bias, Facial Recognition Policy and Effects, and Trump‘s Visa Freeze

    28 juni 2020 · 5 min

    Afspelen
    Our sixth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at how one deep learning pioneer still seems to have something to learn about AI bias, how facial recognition led to a wrongful arrest and the facial recognition ban being pushed by Democratic lawmakers, and how Trump's Visa freeze could affect the US's AI prospects.

    Check out all the stories discussed here and more at www.skynettoday.com

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  28. On Shaping the Global Terrain of AI Competition with Tim Hwang

    25 juni 2020 · 46 min

    Afspelen
    Stanford AI Lab PhD Andrey Kurenkov interviews Tim Hwang, Research Fellow at Georgetown’s Center for Security and Emerging Technology (CSET) about his new report “Shaping the Terrain of AI Competition” and more. Lees meer

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  29. Mini Episode: Startup News, NeurIPS Changes, and US-China Tensions

    21 juni 2020 · 4 min

    Afspelen
    Our fifth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at more news from Boston Dynamics, a new MIT startup that wants to help you do deep learning on your CPU, recent changes at NeurIPS, and Baidu's departure from the Partnership on AI.

    Check out all the stories discussed here and more at www.skynettoday.com

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  30. The Path to Facial Recognition Reform and Regulation

    19 juni 2020 · 15 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  31. Mini Episode: More Facial Recognition, Racism in Academia, and the latest in Commercial AI

    14 juni 2020 · 4 min

    Afspelen
    Our fourth audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at recent progress in curtailing the development of facial recognition technology, a recent call for attention to racism in academia, and recent news from OpenAI and Boston Dynamics.

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought by Kevin McLeod (incompetech.com)

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  32. Facial Recognition and Police, Protests, Regulation

    14 juni 2020 · 24 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  33. Mini Episode: Police Surveillance, Productivity, and Calls for Regulation and Cooperation

    7 juni 2020 · 4 min

    Afspelen
    Our third audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at the how the police are using surveillance against civil rights protesters, AI for productivity, and recent calls from AI researchers for regulation and cooperation.

    Check out all the stories discussed here and more at www.skynettoday.com

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  34. Black Lives Matter in AI, the Peril of DeepFakes and Fake Progress

    7 juni 2020 · 23 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  35. Mini Episode: Clearview, the G7, Shopping, and AI-Assisted Journalism

    31 mei 2020 · 4 min

    Afspelen
    Our second audio roundup of last week's noteworthy AI news! Lees meer

    This week, we look at the ACLU's lawsuit against Clearview AI, an international AI group among the G7, how small businesses might begin to use automation, and Microsoft's push towards replacing journalists with AI.

    Check out all the stories discussed here and more at www.skynettoday.com

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  36. More Ethical Quagmires, More Surveillance, and more Academia Talk

    31 mei 2020 · 27 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  37. Mini Episode: Self Driving Ignorance, AI Surveillance, Nvidia‘s AI Pacman

    25 mei 2020 · 4 min

    Afspelen
    Our first audio round up of last week's noteworthy AI news! Lees meer

    This week, a discussion of peoples' awareness of self driving technology, surveillance by iFlyTek and Clear, and Nvidia's new recreation of Pacman.

    Check out all the stories discussed here and more at www.skynettoday.com

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  38. AI Gets More Efficient, Improves Taxation, and Looks Out For Masks

    17 mei 2020 · 26 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

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  39. Data Science and AI for COVID-19 with Professor James Zou and Dr. Irena Fisher-Hwang

    13 mei 2020 · 37 min

    Afspelen
    Stanford AI Lab PhD Andrey Kurenkov interviews Professor James Zou and Doctor Irena Fisher-Hwang about their new class CS472: Data Science and AI for COVID-19. See more here: https://sites.google.com/view/data-science-covid-19 Lees meer

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  40. AI Fails to Read PDFs, OpenAI Jukebox, and more!

    10 mei 2020 · 26 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

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  41. AI Fails to Diagnose COVID-19, Difficulties with AI Regulation, and more on Surveillance

    2 mei 2020 · 27 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

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  42. Mechanisms for AI Safety, Beyond Supervised Learning, and AI for Science

    26 april 2020 · 27 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  43. AI News Coverage, Pseudo AI Companies, and more on COVID-19

    18 april 2020 · 26 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss this week's major AI news stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  44. AI for COVID-19 with Professor Matthew Lungren

    15 april 2020 · 34 min

    Afspelen
    Stanford AI Lab PhD Sharon Zhou interviews Professor Matthew Lungren about the efforts to leverage AI to help with the coronavirus crisis, the promise for sharing more medical data as part of those efforts, and more. Lees meer

    Check out coverage of similar topics at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  45. Reading Brain Waves, AI Goliaths, & more on COVID-19

    11 april 2020 · 44 min

    Afspelen
    Tired of constantly hearing about COVID-19? So are Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou, who mostly discuss non virus related stories this week... and then some virus related stories. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  46. Bias in Voice Recognition, Debates in AI, and Robotics in the Time of COVID-19

    4 april 2020 · 39 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou cover news about bias in commercial voice recognition systems, a debate about the future of AI, and more on what covid 19 shows us about robotics. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

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  47. More on AI, COVID-19, and Revised Research Practices

    26 maart 2020 · 42 min

    Afspelen
    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou cover more news stories related to how AI helps tackle the coronavirus crisis and how research is changing. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  48. AI‘s Role in Fighting COVID-19 and in Surveilling Us

    19 maart 2020 · 41 min

    Afspelen
    Stanford AI Lab PhDs discuss news stories related to how AI helps tackle the coronavirus crisis, and more on mass surveillance. Lees meer

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  49. Hello World, Surveillance, and New Research Practices

    13 maart 2020 · 41 min

    Afspelen
    Hello World! Lees meer

    Stanford AI Lab PhDs Andrey Kurenkov and Sharon Zhou discuss news stories related to mass-deployment of facial recognition and responsible AI research.

    By the way, we get better in future episodes, we promise!

    Check out all the stories discussed here and more at www.skynettoday.com

    Theme: Deliberate Thought Kevin MacLeod (incompetech.com)

    Licensed under Creative Commons: By Attribution 3.0 License

    See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.