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1:42 Are we on the wrong train to AGI?
4:20 Marvin Minsky and AI generalization problem.
11:57 Defining intelligence in AI
17:17 Is AI masquerading as a trendy statistical analysis tool?
23:35 AI systems lack our most basic intuitions.
27:38 The public not wanting to face Reality.
29:36 Equipping AI with Kant’s categories of the mind (Time, Space, Causality)
33:40 Neural nets VS traditional tools.
34:50 Causality in AI
37:14 Lack of interdisciplinary learning.
45:54 How can we achieve human level of understanding in AI?
49:21 More limitations.
59:35 Motivation in inanimate systems.
1:01:31 Lack of body and transcendent consciousness.
1:05:55 What interdisciplinary learning would you encourage?
1:06:49 Book recommendations.

Gary Marcus is CEO and Founder of Robust AI, well-known machine learning scientist and entrepreneur, author, and Professor Emeritus at New York State University.

Dr. Marcus attended Hampshire College, where he designed his own major, cognitive science, working on human reasoning. He continued on to graduate school at Massachusetts Institute of Technology, where his advisor was the experimental psychologist Steven Pinker. He received his Ph.D. in 1993.

His books include The Algebraic Mind: Integrating Connectionism and Cognitive Science, The Birth of the Mind: How a Tiny Number of Genes Creates the Complexities of Human Thought, Kluge: The Haphazard Construction of the Human Mind, a New York Times Editors’ Choice, and Guitar Zero, which appeared on the New York Times Bestseller list. He edited The Norton Psychology Reader, and was co-editor with Jeremy Freeman of The Future of the Brain: Essays by the World’s Leading Neuroscientist, which included Nobel Laureates May-Britt Moser and Edvard Moser. Together with Ernie Davis, he authored Rebooting AI and is well known to deconstruct myths of the AI community.

Demand for highly desirable digital skills is hitting new heights. A recent Learning and Work Institute report noted that one in four (27%) employers now need the majority of their workers to have in-depth specialist knowledge in one or more technology areas. And 60% of those surveyed expect their reliance on advanced digital skills to increase over the next five years.

The skills gap is particularly prevalent in the security tech sector. A global study from the Center for Cyber Safety and Education predicted a terrifying shortage of 1.8 million security workers by 2022. This is made worse by the number of young people taking IT-related GCSEs in the UK, falling by 40% since 2015 (according to Learning and Work Institute data).

This scarcity of qualified professionals has inflated salaries, making it hard for firms that cannot afford to offer large paychecks and grand benefit packages to secure top talent.

Many people reject scientific expertise and prefer ideology to facts. Lee McIntyre argues that anyone can and should fight back against science deniers.
Watch the Q&A: https://youtu.be/2jTiXCLzMv4
Lee’s book “How to Talk to a Science Denier” is out now: https://geni.us/leemcintyre.

“Climate change is a hoax—and so is coronavirus.” “Vaccines are bad for you.” Many people may believe such statements, but how can scientists and informed citizens convince these ‘science deniers’ that their beliefs are mistaken?

Join Lee McIntyre as he draws on his own experience, including a visit to a Flat Earth convention as well as academic research, to explain the common themes of science denialism.

Lee McIntyre is a Research Fellow at the Center for Philosophy and History of Science at Boston University and an Instructor in Ethics at Harvard Extension School. He holds a B.A. from Wesleyan University and a Ph.D. in Philosophy from the University of Michigan (Ann Arbor). He has taught philosophy at Colgate University (where he won the Fraternity and Sorority Faculty Award for Excellence in Teaching Philosophy), Boston University, Tufts Experimental College, Simmons College, and Harvard Extension School (where he received the Dean’s Letter of Commendation for Distinguished Teaching). Formerly Executive Director of the Institute for Quantitative Social Science at Harvard University, he has also served as a policy advisor to the Executive Dean of the Faculty of Arts and Sciences at Harvard and as Associate Editor in the Research Department of the Federal Reserve Bank of Boston.

Creating Smart Home Ecosystems — Enabling Health & Well-Being In Every Home — Viren Shah, VP & Chief Digital Officer, GE Appliances, Haier


Mr. Viren Shah is Vice President & Chief Digital Officer, at GE Appliances (GEA — https://www.geappliances.com/), the American home appliance manufacturer, now a majority owned subsidiary of the Chinese multinational home appliances company, Haier (https://www.haierappliances.com/).

Mr. Shah has been with GEA since October 2,018 in which time he was appointed to lead the business through a digital transformation with a focus on data/intelligence at the center of gravity.

SpaceX’s first all-civilian mission to orbit was a success. Here’s what comes next.


Last week, SpaceflightNow reported that NASA’s upcoming crewed mission to the International Space Station would use a new Crew Dragon capsule. The mission, set for October 30 will feature a capsule named Endurance by the four-person crew. The news means that the crew won’t have to wait for SpaceX to refurbish one of its other two capsules.

That means the crew will take off less than two months after the Inspiration4 mission, the first all-civilian mission to orbit. On September 30 NASA announced that Crew-3 would launch no earlier than 2:43 a.m. Eastern time on Saturday, October 30. It will be SpaceX’s fourth crewed mission for NASA and its fifth crewed mission overall.

The plans show SpaceX is not planning to stand still. The Inspiration4 mission brought newfound attention to the company, thanks in part to a five-part Netflix documentary.

“Move fast and break things” doesn’t exactly translate into Mandarin.
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Silicon Valley: History’s Greatest ‘Ponzi Scheme’ (Mini-Documentary) by Jake Tran.
➡️ https://youtu.be/zU5JsP6pUpc.

How to Invest In Chinese Stock Markets (And Why You Absolutely Should Not!)
➡️ https://youtu.be/Qsrt6Hultj8

Enjoyed the video? Comment below! 💬

Acclaimed Harvard professor and entrepreneur Dr. David Sinclair believes that we will see human life expectancy increase to at least 100 years within this century. A world in which humans live significantly longer will have a major impact on economies, policies, healthcare, education, ethics, and more. Sinclair joined Bridgewater Portfolio Strategist Atul Lele to discuss the science and societal, political, systemic and ethical implications of humans living significantly longer lives.

Recorded: Aug 30 2021

The Science of Slowing Aging and Increasing Life Expectancy.
0:00 – 19:20

What Increasing Life Expectancy Means for Individuals.

Designing a society that can adapt to the rise of artificial intelligence and allow everyone to thrive as these changes unfold is likely to be one of our most significant challenges in the coming years and decades. It will require an emphasis on retraining and education for those workers who can realistically undertake the necessary transition, as well as an improved safety net – and perhaps an entirely new social contract – for those who will inevitably be left behind.


From fast food to farming, Covid-19 has accelerated the rise of the worker robots. This in turn will put more jobs at risk and makes the need to reframe society ever more urgent.

Brains aren’t the easiest of organs to study, what with their delicate wiring and subtle whispering of neurotransmitter messages. Now, this research could be made a little easier, as we’ve learned we can swap some critical chemical systems with the host animal being none the wiser.

In a proof-of-concept study run by a team of US researchers, the microscopic worm Caenorhabditis elegans was genetically gifted pieces of a nervous system taken from a radically different creature – a curious freshwater organism known as Hydra.

The swap wasn’t unlike teaching a specific brain circuit a foreign language, and finding it performs its job just as well as before.