ULTRA-condensed knowledge
"g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The 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
References
Researchers Build AI That Builds AI, Anil Ananthaswamy, January 25, 2022, Quanta magazine.
ABOUT THE AUTHORS
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
- CONTEXT: The Golden Knowledge Path ("GKPath") digital highway
- Opportunity, Discovering and exploiting the treasure of the digital age
- "genioux facts", the online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, builds The Golden Knowledge Path (GKPath) digital highway to discovering and exploiting the treasure of the digital age, accelerating everyone's success in the digital age. g-f(2)254, g-f(2)260, g-f(2)261, g-f(2)251, g-f(2)312, g-f(2)256, g-f(2)257, g-f(2)272, g-f(2)271, g-f(2)270, g-f(2)268, g-f(2)269, g-f(2)289, g-f(2)283, g-f(2)287, g-f(2)313, g-f(2)293, g-f(2)294, g-f(2)296, g-f(2)298
- The inverted mini pyramid of knowledge, g-f(256), is essential to travel on the "GKPath" highway.
- g-f(2)256 The Big Picture of the Digital Age (5/2/2021), geniouxfacts, The fundamental knowledge mini-pyramid for traveling on the "GKPath" highway.
- Key "genioux facts" to travel on the "GKPath" highway.
- g-f(2)261 The Big Picture of the Digital Age (5/5/2021), geniouxfacts, You are unique. Grow without limits in the digital age.
- g-f(2)257 The Big Picture of the Digital Age (5/3/2021), geniouxfacts, At any moment you take the fastest path (GKPath) to your greatness.
- g-f(2)254 The Big Picture of the Digital Age (5/1/2021), geniouxfacts, The Golden Knowledge Path (GKPath) to accelerate everyone's success.
- g-f(2)260 The Big Picture of the Digital Age (5/4/2021), geniouxfacts, Alerts, Warnings and Relevant Lessons Learned Traveling at High Speed on GKPath.
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
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
Opportunities, Lessons learned, Risks, Warnings and Challenges, geniouxfacts
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.
- Authors of the genioux fact
References
“genioux facts”: The online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)861, Fernando Machuca, January 26, 2022, blog.geniouxfacts.com, geniouxfacts.com, Genioux.com Corporation.
“genioux facts”: The online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)861, Fernando Machuca, January 26, 2022, blog.geniouxfacts.com, geniouxfacts.com, Genioux.com Corporation.
ABOUT THE AUTHORS
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.
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.
- Opportunities updates (1/26/2022) for those traveling at high speed on GKPath!
- Tag Alerts those traveling at high speed on GKPath
- g-f(2)860 THE NEW WORLD NEWS (1/26/2022), MIT Initiative on the Digital Economy, Get Ready for Quantum Computing
- 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
- 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
- g-f(2)857 THE NEW WORLD (1/25/2022), strategy+business, A leader’s handbook for managing culture
- 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"
- 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"
- g-f(2)854 THE BIG PICTURE OF THE DIGITAL AGE (1/24/2022), TED, The difference between winning and succeeding | John Wooden
- g-f(2)853 THE NEW WORLD NEWS (1/24/2022), Bloomberg, AT&T Unveils the Fastest Broadband Internet for Home Customers
- 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"
- 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"
- 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"
- g-f(2)849 THE NEW WORLD NEWS (1/23/2022), geniouxfacts, The 10 most read "genioux facts" of the month
- g-f(2)848 THE NEW WORLD NEWS (1/23/2022), geniouxfacts, The 10 most read "genioux facts" of the week
- g-f(2)847, THE NEW WORLD NEWS (1/23/2022), Nextgov, Digital Transformation Goes Nowhere Without Vision, NASA Official Says
- g-f(2)846 THE NEW WORLD NEWS (1/22/2022), MIT Technology Review, Meta’s new learning algorithm can teach AI to multi-task
- g-f(2)845 THE NEW WORLD NEWS (1/22/2022), Bloomberg, Bezos Loses $20 Billion in Brutal Week for Tech Billionaires
- g-f(2)844 THE NEW WORLD NEWS (1/22/2022), WSJ, The Nanotechnology Revolution Is Here—We Just Haven’t Noticed Yet
- 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
- g-f(2)842 THE BIG PICTURE OF THE DIGITAL AGE (1/21/2022), HBR, Leadership Training Shouldn’t Just Be for Top Performers
- g-f(2)841 THE BIG PICTURE OF THE DIGITAL AGE (1/21/2022), MIT SMR, Why Companies Practice Corporate Social Responsibility
- g-f(2)840 The New World (1/21/2022), Forbes, Artificial Intelligence: A Key Technology That's Shaping Our Tomorrow
- g-f(2)839 THE NEW WORLD (1/21/2022), WSJ, Explore the Top 250 Best-Managed Companies of 2021
- g-f(2)838 THE BIG PICTURE OF YOUR LIFE (1/20/2022), geniouxfacts, The Playbook for a Successful Personal Digital Transformation (PDT)
- 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
- g-f(2)836 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), Media, More reactions to Microsoft's strategic move
- g-f(2)835 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), The New York Times, Millions Have Lost a Step Into the Middle Class, Researchers Say
- g-f(2)834 THE NEW WORLD (1/19/2022), WSJ + Media, Microsoft’s Activision Blizzard Deal to Power Its Netflix-of-Gaming Aspirations
- 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
- g-f(2)832 THE BIG PICTURE OF THE DIGITAL AGE (1/19/2022), HBR, How Digital Transformation Can Improve Hospitals’ Operational Decisions
- 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
- g-f(2)830 The New World (1/18/2022), TechXplore, Controlling complex systems with Artificial Intelligence
- g-f(2)829 The New World (1/18/2022), Forbes, 3 Ways That Artificial Intelligence (AI) Will Change Your Job Forever
- g-f(2)828 THE BIG PICTURE OF THE DIGITAL AGE (1/18/2022), HBR, When Lower Intensity Leads to Higher Results
- g-f(2)827 THE BIG PICTURE OF THE DIGITAL AGE (1/17/2022), HBR, Research: How Entrepreneurship Can Revitalize Local Communities
- g-f(2)826 The New World (1/17/2022), Bloomberg, France Gets its 25th Tech Unicorn, Reaching Macron’s Goal Early
- g-f(2)825 The New World (1/17/2022), Forbes, 14 Ways To Leverage AI To Better Connect With Customers
- g-f(2)824 The New World (1/17/2022), Venture Beat, How AI will drive the hybrid work environment
- g-f(2)823 The New World (1/17/2022), Forbes, How To Close More Deals With Artificial Intelligence
- g-f(2)822 THE BIG PICTURE OF THE DIGITAL AGE (1/16/2022), geniouxfacts, The 10 most read "genioux facts" of the month
- g-f(2)821 THE BIG PICTURE OF THE DIGITAL AGE (1/16/2022), geniouxfacts, The 10 most read "genioux facts" of the week
- g-f(2)820 The New World (1/15/2022), Venture Beat, How AI and language intelligence are helping employees learn
- g-f(2)819 The New World (1/15/2022), MIT SMR, Toxic Culture Is Driving the Great Resignation
- g-f(2)818 The New World (1/14/2022), Thomas M. Siebel, Digital Transformation: Survive and Thrive in an Era of Mass Extinction
- g-f(2)817 The New World (1/14/2022), HBR Analytical Services, Keys to Successful Innovation through Artificial Intelligence
- 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
- g-f(2)815 The New World (1/14/2022), WEF, Artificial intelligence: What the C-suite needs to know
- g-f(2)814 The New World (1/14/2022), Analytics Insight, 10 WAYS ARTIFICIAL INTELLIGENCE WILL CHANGE THE WORLD IN 2022
- 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
- g-f(2)812 The New World (1/13/2022), Brookings, How countries are leveraging computing power to achieve their national artificial intelligence strategies
- g-f(2)811 The New World (1/13/2022), Bloomberg, TSMC to Spend at Least $40 Billion to Address Chip Shortages
- g-f(2)810 THE BIG PICTURE OF THE DIGITAL AGE (1/12/2022), Talks at Google, Bruce Hood | How Minds are Constructed
- A list of relevant "genioux facts" that describe a "Classical CONTEXT" of the Digital Age
- g-f(2)45 "The Big Picture of the Digital Age": Knowledge opens the way to staggering opportunities, risks and challenges
- g-f(2)50 The Big Picture of the Digital Age: Mines of Golden Knowledge Growing Every Day
- g-f(2)74 THE BIG PICTURE OF THE DIGITAL AGE: Rapid change, incertitude and disruption, in a hypercompetitive environment
- g-f(1)28 The pyramid of knowledge of a “genioux fact”: From GOLD FRUITS to GOLD JUICES
- g-f(2)51 The Big Picture of the Digital Age: The Value of Golden Knowledge is Relative
- g-f(2)99 THE BIG PICTURE OF THE DIGITAL AGE, The “genioux facts”: Essential knowledge to unleash your limitless growth.
- g-f(2)75 THE BIG PICTURE OF THE DIGITAL AGE: “Infinite Learners” to keep pace with change, incertitude and disruption, in a hypercompetitive environment
- g-f(2)151 The Big Picture of the Digital Transformation, 3/1/2021, geniouxfacts, How To Succeed At Business Digital Transformation.
- g-f(2)153 The Big Picture of Business Artificial Intelligence (3/3/2021) in a Single “g-f KBP” Chart
- g-f(2)174 THE BIG PICTURE OF THE DIGITAL AGE (3/20/2021), geniouxfacts, Executive guide of golden knowledge to fire up your unlimited growth.
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