Wednesday, January 26, 2022

g-f(2)861 THE NEW WORLD NEWS (1/26/2022), Quanta magazine, Researchers Build AI That Builds AI

VIRAL KNOWLEDGE: The “genioux facts” knowledge news

The New World NEWS

If you only have some seconds

ULTRA-condensed knowledge

"g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital ageThe New World, AI, AI That Builds AI (1/26/2022)  g-f(2)426 

OPPORTUNITY, Quanta magazine  

EXCEPTIONAL “Full Pack Golden Knowledge Container”

Researchers Build AI That Builds AI

Some Golden Knowledge (GK) juice

  • By using hypernetworks, researchers can now preemptively fine-tune artificial neural networks, saving some of the time and expense of training.
  • Boris Knyazev of the University of Guelph in Ontario and his colleagues have designed and trained a “hypernetwork” — a kind of overlord of other neural networks — that could speed up the training process. Given a new, untrained deep neural network designed for some task, the hypernetwork predicts the parameters for the new network in fractions of a second, and in theory could make training unnecessary. Because the hypernetwork learns the extremely complex patterns in the designs of deep neural networks, the work may also have deeper theoretical implications.

Genioux knowledge fact condensed as an image



Anil Ananthaswamy

Anil Ananthaswamy is a journalist and author. He is a 2019-20 MIT Knight Science Journalism fellow. His latest book, Through Two Doors at Once, is about quantum mechanics and the double-slit experiment. He is a former deputy news editor for New Scientist magazine and currently a freelance feature editor for PNAS’s Front Matter. Besides Quanta, he writes for New Scientist, Scientific American, Knowable and Undark, among others. He won the UK Institute of Physics’ Physics Journalism award and the British Association of Science Writers’ award for Best Investigative Journalism. His first book, The Edge of Physics, was voted book of the year in 2010 by Physics World, and his second book, The Man Who Wasn’t There, was long-listed for the 2016 Pen/E. O. Wilson Literary Science Writing Award.

Extra-condensed knowledge

Lessons learned, Quanta magazine  

Some GK juice

  • For now, the hypernetwork performs surprisingly well in certain settings, but there’s still room for it to grow — which is only natural given the magnitude of the problem. If they can solve it, “this will be pretty impactful across the board for machine learning,” said Veličković.
  • Training the Trainer
    • Knyazev and his team call their hypernetwork GHN-2, and it improves upon two important aspects of the graph hypernetwork built by Ren and colleagues.
    • First, they relied on Ren’s technique of depicting the architecture of a neural network as a graph. Each node in the graph encodes information about a subset of neurons that do some specific type of computation. The edges of the graph depict how information flows from node to node, from input to output.
    • The second idea they drew on was the method of training the hypernetwork to make predictions for new candidate architectures. This requires two other neural networks. 
  • Impressive Results
    • The real test, of course, was in putting GHN-2 to work. Once Knyazev and his team trained it to predict parameters for a given task, such as classifying images in a particular data set, they tested its ability to predict parameters for any random candidate architecture. 

Condensed knowledge

OPPORTUNITY, geniouxfacts  

Ultra condensed golden knowledge (GK) juices for those who got the "g-f superpower" g-f(2)850

The “g-f superpower”

  • The “g-f superpower” is the superpower of becoming a fast and successful learner. g-f(2)837
  • An ultra-condensed golden knowledge (GK) juice for those who obtained the "g-f superpower" consists of a single sentence. A click on the link that accompanies the phrase takes you to the container of golden knowledge. g-f(2)850

OPPORTUNITY, geniouxfacts

Essential FACT 5: Becoming a fast and successful learner is a superpower g-f(2)837

This "genioux fact" (g-f(2)837) is an ultra-condensed knowledge juice, extracted from more than 836 "genioux facts". The "genioux facts" most relevant to the juice appear as links.

  • To keep pace with change and avoid disruption, people must become fast and successful learners, infinite learners—those who not only enjoy learning but feel a constant need to acquire new skills.
  • Foundational FACT: Golden Knowledge (GK) opens the way to staggering opportunities, risks and challenges.
  • Obsolesce FACTOR: GK can be obsolete in some degree fast because GK of exceptional quality is produced daily.
  • Essential FACT: The essential problem with the digital age is that the rate at which GK is appropriated is much slower than the rate at which new GK is created.
  • Essential fact about pleasure: Learning is the greatest of all pleasures.
  • Essential fact about eternal youth: Keep learning to stay young forever.
  • The list of most relevant Essential FACTS:
    • g-f(2)771 Lighthouse of the big picture of the digital age (12/30/2021), Essential FACT 1: The fabulous treasure must be known to all
    • g-f(2)772 Lighthouse of the big picture of the digital age (12/30/2021), Essential FACT 2: The New World must be known to all
    • g-f(2)773 Lighthouse of the big picture of the digital age (12/31/2021), Essential FACT 3: GK for you to conquer the New World
    • g-f(2)778 Lighthouse of the big picture of the digital age (1/1/2022), Essential FACT 4: In the New World, the game is transformation
    • Essential FACT 5: Becoming a fast and successful learner is a superpower

Some relevant characteristics of this "genioux fact"

  • Category 2: The Big Picture of the Digital Age
  • [genioux fact deduced or extracted from Quanta magazine]
  • This is a “genioux fact fast solution.”
  • Tag Opportunities those travelling at high speed on GKPath
  • Type of essential knowledge of this “genioux fact”: Essential Analyzed Knowledge (EAK).
  • Type of validity of the "genioux fact". 

    • Inherited from sources + Supported by the knowledge of one or more experts.


“genioux facts”: The online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)861, Fernando Machuca, January 26, 2022, Corporation.


PhD with awarded honors in computer science in France

Fernando is the director of "genioux facts". He is the entrepreneur, researcher and professor who has a disruptive proposal in The Digital Age to improve the world and reduce poverty + ignorance + violence. A critical piece of the solution puzzle is "genioux facts"The Innovation Value of "genioux facts" is exceptional for individuals, companies and any kind of organization.

Key “genioux facts”

  • Some relevant and recent "genioux facts" from the g-f golden knowledge pyramid to master the big picture of the digital age. 
    1. g-f(2)860 THE NEW WORLD NEWS (1/26/2022), MIT Initiative on the Digital Economy, Get Ready for Quantum Computing
    2. g-f(2)859 THE NEW WORLD (1/26/2022), MIT SMR + BCG, Transforming a Technology Organization for the Future: Starbucks’s Gerri Martin-Flickinger
    3. g-f(2)858 THE BIG PICTURE OF THE DIGITAL AGE (1/26/2022), Media, Microsoft beats on earnings and revenue, delivers upbeat forecast for fiscal third quarter
    4. g-f(2)857 THE NEW WORLD (1/25/2022), strategy+business, A leader’s handbook for managing culture
    5. g-f(2)856 THE NEW WORLD NEWS (1/25/2022), geniouxfacts, 10 GK juices on Digital Transformation for those who got the "g-f superpower"
    6. g-f(2)855 THE NEW WORLD NEWS (1/25/2022), geniouxfacts, 10 GK juices on AI for those who got the "g-f superpower"
    7. g-f(2)854 THE BIG PICTURE OF THE DIGITAL AGE (1/24/2022), TED, The difference between winning and succeeding | John Wooden
    8. g-f(2)853 THE NEW WORLD NEWS (1/24/2022), Bloomberg, AT&T Unveils the Fastest Broadband Internet for Home Customers
    9. g-f(2)852 THE NEW WORLD NEWS (1/24/2022), geniouxfacts, 10 GK juices on predictions for those who got the "g-f superpower"
    10. g-f(2)851 THE NEW WORLD NEWS (1/24/2022), geniouxfacts, 10 ultra condensed GK juices for those who got the "g-f superpower"
    11. g-f(2)850 THE NEW WORLD (1/24/2022), geniouxfacts, Ultra condensed golden knowledge (GK) juices for those who got the "g-f superpower"
    12. g-f(2)849 THE NEW WORLD NEWS (1/23/2022), geniouxfacts, The 10 most read "genioux facts" of the month
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    14. g-f(2)847, THE NEW WORLD NEWS (1/23/2022), Nextgov, Digital Transformation Goes Nowhere Without Vision, NASA Official Says
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    16. g-f(2)845 THE NEW WORLD NEWS (1/22/2022), Bloomberg, Bezos Loses $20 Billion in Brutal Week for Tech Billionaires
    17. g-f(2)844 THE NEW WORLD NEWS (1/22/2022), WSJ, The Nanotechnology Revolution Is Here—We Just Haven’t Noticed Yet
    18. g-f(2)843 THE BIG PICTURE OF THE DIGITAL AGE (1/22/2022), The New York Times, An article as a brilliant, profound and meaningful work of art
    19. g-f(2)842 THE BIG PICTURE OF THE DIGITAL AGE (1/21/2022), HBR, Leadership Training Shouldn’t Just Be for Top Performers
    20. g-f(2)841 THE BIG PICTURE OF THE DIGITAL AGE (1/21/2022), MIT SMR, Why Companies Practice Corporate Social Responsibility
    21. g-f(2)840 The New World (1/21/2022), Forbes, Artificial Intelligence: A Key Technology That's Shaping Our Tomorrow
    22. g-f(2)839 THE NEW WORLD (1/21/2022), WSJ, Explore the Top 250 Best-Managed Companies of 2021
    23. g-f(2)838 THE BIG PICTURE OF YOUR LIFE (1/20/2022), geniouxfacts, The Playbook for a Successful Personal Digital Transformation (PDT)
    24. g-f(2)837 Lighthouse of the big picture of the digital age (1/20/2022), Essential FACT 5: Becoming a fast and successful learner is a superpower
    25. g-f(2)836 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), Media, More reactions to Microsoft's strategic move
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    27. g-f(2)834 THE NEW WORLD (1/19/2022), WSJ + Media, Microsoft’s Activision Blizzard Deal to Power Its Netflix-of-Gaming Aspirations
    28. g-f(2)833 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), INSEAD Knowledge, What Distinguishes the Super Rich From the Rest of Us
    29. g-f(2)832 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), HBR, How Digital Transformation Can Improve Hospitals’ Operational Decisions
    30. g-f(2)831 THE BIG PICTURE OF THE DIGITAL AGE (1/18/2022), Talks at Google, Dorie Clark | How to Be a Long Term Thinker in a Short Term World
    31. g-f(2)830 The New World (1/18/2022), TechXplore, Controlling complex systems with Artificial Intelligence
    32. g-f(2)829 The New World (1/18/2022), Forbes, 3 Ways That Artificial Intelligence (AI) Will Change Your Job Forever
    33. g-f(2)828 THE BIG PICTURE OF THE DIGITAL AGE (1/18/2022), HBR, When Lower Intensity Leads to Higher Results
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    35. g-f(2)826 The New World (1/17/2022), Bloomberg, France Gets its 25th Tech Unicorn, Reaching Macron’s Goal Early
    36. g-f(2)825 The New World (1/17/2022), Forbes, 14 Ways To Leverage AI To Better Connect With Customers
    37. g-f(2)824 The New World (1/17/2022), Venture Beat, How AI will drive the hybrid work environment
    38. g-f(2)823 The New World (1/17/2022), Forbes, How To Close More Deals With Artificial Intelligence
    39. g-f(2)822 THE BIG PICTURE OF THE DIGITAL AGE (1/16/2022), geniouxfacts, The 10 most read "genioux facts" of the month
    40. g-f(2)821 THE BIG PICTURE OF THE DIGITAL AGE (1/16/2022), geniouxfacts, The 10 most read "genioux facts" of the week
    41. g-f(2)820 The New World (1/15/2022), Venture Beat, How AI and language intelligence are helping employees learn
    42. g-f(2)819 The New World (1/15/2022), MIT SMR, Toxic Culture Is Driving the Great Resignation
    43. g-f(2)818 The New World (1/14/2022), Thomas M. Siebel, Digital Transformation: Survive and Thrive in an Era of Mass Extinction
    44. g-f(2)817 The New World (1/14/2022), HBR Analytical Services, Keys to Successful Innovation through Artificial Intelligence
    45. g-f(2)816 The New World (1/14/2022), HBR Analytic Services, AWS, AWS perspective: AI have the potential to transform nearly every industry
    46. g-f(2)815 The New World (1/14/2022), WEF, Artificial intelligence: What the C-suite needs to know
    47. g-f(2)814 The New World (1/14/2022), Analytics Insight, 10 WAYS ARTIFICIAL INTELLIGENCE WILL CHANGE THE WORLD IN 2022
    48. g-f(2)813 The New World News (1/13/2022), WSJ, These TikTok Stars Made More Money Than Many of America’s Top CEOs
    49. g-f(2)812 The New World (1/13/2022), Brookings, How countries are leveraging computing power to achieve their national artificial intelligence strategies
    50. g-f(2)811 The New World (1/13/2022), Bloomberg, TSMC to Spend at Least $40 Billion to Address Chip Shortages
    51. g-f(2)810 THE BIG PICTURE OF THE DIGITAL AGE (1/12/2022), Talks at Google, Bruce Hood | How Minds are Constructed

Featured "genioux fact"

g-f(2)1086 THE BIG PICTURE OF THE DIGITAL AGE (4/25/2023), geniouxfacts, The Golden Knowledge (GK) That Can Change the World

g-f Nugget Golden Knowledge (Nugget GK) genioux Foundational Fact:  The most valuable golden knowledge ( GK ) is the kind that can change t...

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