g-f(2)623 THE BIG PICTURE OF THE DIGITAL AGE (11/2/2021), MIT News, Avoiding shortcut solutions in artificial intelligence

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"g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial Intelligence, Avoiding shortcut solutions  (11/2/2021)  g-f(2)426 

OPPORTUNITY, MIT News

A new study by researchers at MIT explores the problem of shortcuts in a popular machine-learning method and proposes a solution that can prevent shortcuts by forcing the model to use more data in its decision-making.

• By removing the simpler characteristics the model is focusing on, the researchers force it to focus on more complex features of the data that it hadn’t been considering. Then, by asking the model to solve the same task two ways — once using those simpler features, and then also using the complex features it has now learned to identify — they reduce the tendency for shortcut solutions and boost the performance of the model.

Genioux knowledge fact condensed as an image

References

Avoiding shortcut solutions in artificial intelligence, Adam Zewe, November 2, 2021, MIT News.

Extra-condensed knowledge

Lessons learned, MIT News

• In machine learning, a shortcut solution occurs when the model relies on a simple characteristic of a dataset to make a decision, rather than learning the true essence of the data, which can lead to inaccurate predictions. For example, a model might learn to identify images of cows by focusing on the green grass that appears in the photos, rather than the more complex shapes and patterns of the cows.  

Condensed knowledge

• CONTEXT: The Golden Knowledge Path ("GKPath") digital highway
• Opportunity, Discovering and exploiting the treasure of the digital age
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OPPORTUNITIES, MIT News

• One potential application of this work is to enhance the effectiveness of machine learning models that are used to identify disease in medical images. Shortcut solutions in this context could lead to false diagnoses and have dangerous implications for patients.
• The long road to understanding shortcuts. The researchers focused their study on contrastive learning, which is a powerful form of self-supervised machine learning. In self-supervised machine learning, a model is trained using raw data that do not have label descriptions from humans. It can therefore be used successfully for a larger variety of data.
• While this work takes some important steps forward in understanding the causes of shortcut solutions and working to solve them, the researchers say that continuing to refine these methods and applying them to other types of self-supervised learning will be key to future advancements.
• This research is supported by the National Science Foundation, National Institutes of Health, and the Pennsylvania Department of Health’s SAP SE Commonwealth Universal Research Enhancement (CURE) program.

Some relevant characteristics of this "genioux fact"

• Category 2: The Big Picture of the Digital Age
• [genioux fact deduced or extracted from MIT News]
• 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
• Fernando Machuca

References

“genioux facts”: The online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)623, Fernando Machuca, November 2, 2021, blog.geniouxfacts.com, geniouxfacts.com, Genioux.com Corporation.

ABOUT THE AUTHORS

Fernando Machuca

CEO ‎Genioux.com 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.

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  • g-f(2)482 THE BIG PICTURE OF THE DIGITAL AGE (9/9/2021), HBR, Ansys, How Simulation Can Accelerate Your Digital Transformation
  • g-f(2)481 THE BIG PICTURE OF THE DIGITAL AGE (9/8/2021), TEDx Talks, Invest in the future one wants to create
  • g-f(2)480 THE BIG PICTURE OF THE DIGITAL AGE (9/8/2021), Bizcommunity, Here's why technology needs to get out the way of digital transformation
  • g-f(2)479 THE BIG PICTURE OF THE DIGITAL AGE (9/8/2021), Inside Sources, Artificial Intelligence and the Humanization of Medicine
  • g-f(2)478 THE BIG PICTURE OF THE DIGITAL AGE (9/7/2021), CIO, CIO Think Tank: 5G in the enterprise
  • g-f(2)477 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, NEW WORLD Golden Knowledge Tweets (9/7/2021)
  • g-f(2)476 THE BIG PICTURE OF THE DIGITAL AGE (9/6/2021), Forbes, Video And Live Streaming Apps Are Fueling A New Social Media Boom
  • g-f(2)475 THE BIG PICTURE OF THE DIGITAL AGE (9/6/2021), HBR, The Digital Economy Runs on Open Source. Here’s How to Protect It.
  • g-f(2)474 THE BIG PICTURE OF THE DIGITAL AGE (9/5/2021), The Keenfolks, Digital Gap 2021
  • g-f(2)473 THE BIG PICTURE OF THE DIGITAL AGE (9/5/2021), NYT, You Are Not Who You Think You Are
  • g-f(2)472 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, Golden Knowledge (GK) in business artificial intelligence (9/4/2021)
  • g-f(2)471 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, Golden knowledge (GK) in the digital customer experience (9/4/2021)
  • g-f(2)470 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, Golden knowledge in leadership (9/3/2021)
  • g-f(2)469 THE BIG PICTURE OF THE DIGITAL AGE, genioux facts, Relevant digital transformation trends (9/3/2021)
  • g-f(2)468 THE BIG PICTURE OF THE DIGITAL AGE (9/2/2021), MIT SMR, Portrait of an AI Leader: Piyush Gupta of DBS Bank
  • g-f(2)467 THE BIG PICTURE OF THE DIGITAL AGE (9/2/2021), Deloitte, Seven pivots for government’s digital transformation
  • g-f(2)466 THE BIG PICTURE OF THE DIGITAL AGE (9/1/2021), CIO, Public cloud: 4 success stories
  • g-f(2)465 THE BIG PICTURE OF THE DIGITAL AGE (9/1/2021), WSJ, Deloitte, Pandemic Hastens Governments’ Digital Transformation
  • g-f(2)464 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Quotes of THE NEW WORLD (9/1/2021)
  • g-f(2)463 THE BIG PICTURE OF THE DIGITAL AGE (8/31/2021), Forbes, Better Together: Striking The Balance Between Artificial And Human Intelligence
  • g-f(2)462 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Quotes of THE NEW WORLD (8/31/2021)
  • g-f(2)461 THE BIG PICTURE OF THE DIGITAL AGE (8/30/2021), McKinsey & Company, Boards, talent, and culture
  • g-f(2)460 THE BIG PICTURE OF THE DIGITAL AGE (8/30/2021), genioux facts, The new world must be free from terrorism, violence, corruption, and the violation of human rights
  • g-f(2)459 THE BIG PICTURE OF THE DIGITAL AGE (8/30/2021), WSJ, The Best of America
  • g-f(2)458 THE BIG PICTURE OF THE DIGITAL AGE (8/30/2021), HBR, How Data Literate Is Your Company?
  • g-f(2)457 THE BIG PICTURE OF THE DIGITAL AGE (8/29/2021), The Guardian, Constant craving: how digital media turned us all into dopamine addicts
  • g-f(2)456 THE BIG PICTURE OF THE DIGITAL AGE (8/29/2021), WSJ, ESPN Explores Sports-Betting Deal Worth at Least $3 Billion
  • g-f(2)455 THE BIG PICTURE OF THE DIGITAL AGE (8/28/2021), MIT SMR, Don’t Let Digital Obsession Destroy Your Organization
  • g-f(2)454 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The BRAIN (8/27/2021)
  • g-f(2)453 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The greatest pleasure in the NEW WORLD (8/27/2021)
  • g-f(2)452 "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The essentials of THE NEW WORLD (8/26/2021)
  • g-f(2)451 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Quotes of THE NEW WORLD (8/26/2021)
  • g-f(2)450 THE BIG PICTURE OF THE DIGITAL AGE (8/26/2021), CIO, Digital twins: 4 success stories
  • g-f(2)449 THE BIG PICTURE OF THE DIGITAL AGE (8/26/2021), WSJ, Microsoft Hires Former Top Amazon Cloud Executive, Adding to Rivalry
  • g-f(2)448 THE BIG PICTURE OF THE DIGITAL AGE (8/25/2021), HBR, How to Speed Up Your Digital Transformation
  • g-f(2)447 THE BIG PICTURE OF THE DIGITAL AGE, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The essentials of THE NEW WORLD (8/25/2021)
  • g-f(2)446 THE BIG PICTURE OF THE DIGITAL AGE, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The treasure in the days of noise (8/25/2021)
  • g-f(2)445 THE BIG PICTURE OF THE DIGITAL AGE, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, THE NEW WORLD (8/25/2021)
  • g-f(2)444 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial intelligence cases (8/24/2021)
  • g-f(2)443 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Quantum Computing (8/24/2021)
  • g-f(2)442 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, The virtuous circle of wisdom that unleashes your growth without limits (8/23/2021)
  • g-f(2)441 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, The vicious circle of ignorance that blocks your growth without limits (8/23/2021)
  • g-f(2)440 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Overcoming the vicious cycle of ignorance (8/21/2021)
  • g-f(2)439 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, The cognitive flexibility (8/22/2021)
  • g-f(2)438 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial Intelligence (8/21/2021)
  • g-f(2)437 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Digital transformation driven by MIT SMR (8/21/2021)
  • g-f(2)436 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, THE ESSENTIAL (8/20/2021)
  • g-f(2)435 THE BIG PICTURE OF THE DIGITAL AGE (8/19/2021), MIT SMR, Strategy as a Way of Life
  • g-f(2)434 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial Intelligence (8/19/2021)
  • g-f(2)433 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Digital Transformation (8/19/2021)
  • g-f(2)432 THE BIG PICTURE OF THE DIGITAL AGE (8/18/2021), MIT SMR, Why Every Executive Should Be Focusing on Culture Change Now
  • g-f(2)431 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial Intelligence (8/18/2021)
  • g-f(2)430 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Digital Transformation (8/18/2021)
  • g-f(2)429 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Digital Transformation (8/17/2021)
  • g-f(2)428 THE BIG PICTURE OF THE DIGITAL AGE (8/16/2021), HBR, Do You Have the Right Software for Your Digital Transformation?
  • g-f(2)427 THE BIG PICTURE OF THE DIGITAL AGE, geniouxfacts, "g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Digital Transformation (8/16/2021)
  • g-f(2)426 THE BIG PICTURE OF THE DIGITAL AGE (8/16/2021), geniouxfacts, Fishing for golden knowledge that is part of the treasure of the digital age
  • g-f(2)425 THE BIG PICTURE OF THE DIGITAL AGE (8/15/2021), geniouxfacts, Every leader has to demonstrate his greatness by brilliantly exploiting, for his people, the treasure of the digital age
  • g-f(2)423 THE BIG PICTURE OF THE DIGITAL AGE (8/13/2021), Forbes, The Evolution Of Digital Transformation
  • g-f(2)422 THE BIG PICTURE OF THE DIGITAL AGE (8/12/2021), MIT Sloan, 6 trends in data and artificial intelligence for 2021 and beyond
  • g-f(2)421 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (8/12/2021), IDG Communications, Businesses Invest in Artificial Intelligence & Machine Learning to Expand Digital Business Plans
  • g-f(2)420 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (8/12/2021), Research and Markets, Worldwide Artificial Intelligence Services Industry to 2030
  • g-f(2)419 THE BIG PICTURE OF THE DIGITAL AGE (8/12/2021), geniouxfacts, In your big picture your digital transformation is important
  • g-f(2)418 THE BIG PICTURE OF THE DIGITAL AGE (8/11/2021), geniouxfacts, From a nugget of golden knowledge to hundreds of mines of golden knowledge
  • g-f(2)417 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (8/11/2021), Talks at Google, Jeff Hawkins & Subutai Ahmad | A Thousand Brains: A New Theory of Intelligence | Talks at Google
  • g-f(2)416 THE BIG PICTURE OF THE DIGITAL AGE (8/10/2021), geniouxfacts, The big picture of sports teaches the value of co-opetition and resilience
  • g-f(2)415 THE BIG PICTURE OF THE DIGITAL AGE (8/10/2021), HBR, Softening Capitalism’s Downsides
  • g-f(2)414 THE BIG PICTURE OF THE DIGITAL AGE (8/9/2021), geniouxfacts, The China that makes us fall in love: talent, brilliance and solidarity
  • g-f(2)413 THE BIG PICTURE OF THE DIGITAL AGE (8/9/2021), geniouxfacts, Tokyo 2020 (2021) has been an oasis of hope for humanity
  • g-f(2)412 THE BIG PICTURE OF THE DIGITAL AGE (8/8/2021), YAHOO SPORTS, U.S. rallies to top China in Tokyo Olympics gold medal tally
  • g-f(2)411 THE BIG PICTURE OF THE DIGITAL AGE (8/7/2021), geniouxfacts, A picture is worth a thousand words
  • g-f(2)410 THE BIG PICTURE OF THE DIGITAL AGE (8/6/2021), CIO, Five big ideas for reinventing IT
  • g-f(2)409 THE BIG PICTURE OF THE DIGITAL AGE (8/6/2021), HBR, The Rules of Co-opetition
  • g-f(2)408 THE BIG PICTURE OF THE DIGITAL AGE (8/5/2021), geniouxfacts, HBR Magazine, July to August 2021, is a mine of exceptional golden knowledge
  • g-f(2)406 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (8/3/2021), MIT SMR, Achieving Return on AI Projects
  • g-f(2)405 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (8/3/2021), MEDIA, Google is getting serious about the future of its smartphone business
  • g-f(2)404 THE BIG PICTURE OF THE DIGITAL AGE (8/2/2021), Inc., Tim Cook's Apple Is Facing the Unthinkable: Cracks in Its Perfectly Polished Image
  • g-f(2)403 THE BIG PICTURE OF THE DIGITAL AGE (8/1/2021), Forbes, Better Than Values: Mandatory Principles
  • g-f(2)402 THE BIG PICTURE OF THE DIGITAL AGE (7/31/2021), geniouxfacts, The new world needs a universal digital culture with clear universal principles and values
  • g-f(2)401 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (7/30/2021), Forbes, Four Steps Before Investing In Artificial Intelligence
  • g-f(2)400 THE BIG PICTURE OF THE DIGITAL AGE (7/29/2021), BCG, YouTube Channel, Craft a Clear Integrated Strategy
  • g-f(2)399 THE BIG PICTURE OF THE DIGITAL AGE (7/29/2021), BCG, Helping companies achieve sustainability as advantage
  • g-f(2)398 THE BIG PICTURE OF THE DIGITAL AGE (7/29/2021), BCG, Why the New Competitive Advantage Demands Sustainability
  • g-f(2)396 THE BIG PICTURE OF THE DIGITAL AGE (7/28/2021), Insead Knowledge, Two CEOs, No Drama: Ground Rules for Co-Leadership
  • g-f(2)393 THE BIG PICTURE OF THE DIGITAL AGE (7/26/2021), geniouxfacts, The digital age is growth with meaning to together improve the world
  • g-f(2)392 THE BIG PICTURE OF BUSINESS ARTIFICIAL INTELLIGENCE (7/25/2021), Phys.org, Artificial intelligence helps improve NASA's eyes on the Sun
  • g-f(2)391 THE BIG PICTURE OF THE DIGITAL AGE (7/24/2021), MIT Sloan Executive Education, Becoming a Digital Master in Today's Changing World
  • g-f(2)390 THE BIG PICTURE OF THE DIGITAL AGE (7/23/2021), MIT SMR, Accelerate Digital Transformation With ‘No-Code’ Software Tools
  • g-f(2)388 The Big Picture of Business Artificial Intelligence (7/22/2021), NYTimes, A.I. Predicts the Shapes of Molecules to Come
  • g-f(2)387 THE BIG PICTURE OF THE DIGITAL AGE (7/22/2021), geniouxfacts, Challenge: Feed the entire pyramid of humanity with golden knowledge
  • g-f(2)386 The Big Picture of Business Artificial Intelligence (7/21/2021), STAT, Explaining medical AI is easier said than done.
  • g-f(2)385 THE BIG PICTURE OF THE DIGITAL AGE (7/21/2021), WSJ, Investigation: How TikTok's Algorithm Figures Out Your Deepest Desire
  • g-f(2)384 THE BIG PICTURE OF THE DIGITAL AGE (7/21/2021), geniouxfacts, The digital age is the age of freedom, especially the freedom to dream!
  • g-f(2)383 The Big Picture of Business Artificial Intelligence (7/20/2021), yahoo!finance/Cision, Global Personal Artificial Intelligence and Robotics Market Report 2021: Personalized Robot Components will Reach $15.0 Billion by 2026.
  • g-f(2)382 The Big Picture of the Digital Age, Untapped free golden knowledge of exceptional quality, YouTube channel, MITSMR, MIT Sloan Management Review, 7/20/2021.
  • g-f(2)381 The Big Picture of the Digital Age (7/19/2021), geniouxfacts, Observing the new world with our exceptional general natural intelligence.
  • g-f(2)380 The Big Picture of Business Artificial Intelligence (7/17/2021), VB, The future of deep learning, according to its pioneers
  • g-f(2)379 The big picture of the digital age (7/17/2021), geniouxfacts, The treasure of the digital age is not available to the entire pyramid of humanity!
  • g-f(2)378 The big picture of the digital age (7/16/2021), Media, The digital age unmasks the failed Cuban communist system
  • g-f(2)377 The Big Picture of Business Artificial Intelligence (7/16/2021), Phys.org, New artificial intelligence software can compute protein structures in 10 minutes
  • g-f(2)375 The Big Picture of Business Artificial Intelligence (7/15/2021), MIT Sloan, How to prepare for the AI productivity boom
  • g-f(2)374 The big picture of the digital age, Untapped free golden knowledge of exceptional quality, YouTube Channel, Wharton School, 7/14/2021.
  • g-f(2)370 The Big Picture of Business Artificial Intelligence (7/13/2021), PRNewswire, IoT Machine Learning and Artificial Intelligence Services to Reach US$3.6 Billion in Revenue in 2026
  • g-f(2)369 The big picture of the digital age (7/12/2021), The Atlantic, KILL THE 5-DAY WORKWEEK
  • g-f(2)368 The big picture of the digital age (7/12/2021), The Atlantic, The Pandemic Did Not Affect Mental Health the Way You Think
  • g-f(2)367 The Big Picture of Business Artificial Intelligence (7/12/2021), Wired, Need to Fit Billions of Transistors on a Chip? Let AI Do It
  • g-f(2)366 The big picture of your life (7/11/2021), geniouxfacts, Fishing for Golden Knowledge in the age of abundance
  • g-f(2)365 The big picture of your life (7/10/2021), geniouxfacts, The digital age offers you a wonderful treasure tailor-made for you
  • g-f(2)364 The big picture of your life (7/9/2021), geniouxfacts, The path to your greatness and your Personal Digital Transformation (PDT) in a “g-f KBP” Chart.
  • g-f(2)363 The big picture of the digital age (7/8/2021), ASCM, COVID-19 Accelerates Technological Change
  • g-f(2)362 The big picture of the digital age (7/8/2021), CIO, Predictive analytics: 4 success stories
  • g-f(2)361 The big picture of the digital age (7/7/2021), MIT SMR, Summer 2021 Issue
  • g-f(2)360 The big picture of the digital age (7/7/2021), HBR, Magazine (July–August 2021)
  • g-f(2)359 The big picture of the digital age (7/6/2021), MIT SMR, Leadership at a Time When Every Company Is a Tech Company
  • g-f(2)357 The big picture of the digital age (7/5/2021), The Week, Microsoft's quiet triumph
  • g-f(2)356 The big picture of the digital age (7/4/2021), geniouxfacts, Challenge: Discover the treasure of the digital age
  • g-f(2)355 The big picture of your life (7/3/2021), geniouxfacts, Enjoy the greatest pleasure of learning with the “g-f” golden juices of knowledge
  • g-f(2)353 The big picture of the digital transformation (7/2/2021), WEF, Digital Culture: The Driving Force of Digital Transformation
  • g-f(2)352 The big picture of the digital transformation (7/1/2021), WEF, How digital culture is critical to successful digital transformations
  • g-f(2)343 The big picture of the digital age (6/26/2021), geniouxfacts, Learn to Fish Golden Knowledge (GK) to Unleash Your Unlimited Growth
  • g-f(2)346 The big picture of your life (6/28/2021), geniouxfacts, All who fish for Golden Knowledge (GK) to grow find
  • g-f(2)339 The big picture of your life (6/24/2021), geniouxfacts, Take advantage of the wisdom of geniuses applied to the digital age
  • g-f(2)338 The big picture of your life (6/24/2021), geniouxfacts, Take advantage of popular wisdom applied to the digital age
  • Take advantage of the right Golden Knowledge (GK), be a successful learner and enjoy the full range of opportunities of the digital age to revolutionize yourself and grow without limits.
  • The big picture of your life can drastically limit your growth, or it can open up unimaginable opportunities. 
  • Your Personal Digital Transformation (PDT) is potentially wonderful and disruptive!
  • g-f(2)334 The big picture of the digital age (6/21/2021), WSJ, U.S. Economy Is Bouncing Back From Covid-19. Now Foreign Investors Are Rushing In.
  • g-f(2)333 The big picture of the digital age (6/20/2021), geniouxfacts, How AI teaches how to optimize human intelligence
  • g-f(2)332 The Big Picture of Business Artificial Intelligence (6/20/2021), IBM, Global Data from IBM Points to AI Growth as Businesses Strive for Resilience
  • g-f(2)331 The Big Picture of Business Artificial Intelligence (6/20/2021), IBM, Global AI Adoption Index 2021
  • g-f(2)320 The Big Picture of Business Artificial Intelligence (6/14/2021), VB, DeepMind says reinforcement learning is ‘enough’ to reach general AI
  • g-f(2)249 The Big Picture of the Digital Age (4/28/2021), geniouxfacts, There are emerging technologies and multidisciplinary knowledge that can radically improve the world.
  • g-f(2)314 The big picture of the digital age (6/9/2021), NYT, Media, Senate Passes Bill to Bolster Competitiveness With China!
  • g-f(2)312 Ultra Condensed Golden Knowledge Juice: In the current big picture of the digital age (6/8/2021), your Personal Digital Transformation (PDT) is potentially wonderful and disruptive!
  • g-f(2)311 The big picture of the digital age (6/7/2021), MIT SMR, How a Startup Mindset Brews Innovation at a Global Scale
  • g-f(2)310 The big picture of the digital age (6/7/2021), WSJ, FBI Director Compares Ransomware Challenge to 9/11.
  • g-f(2)309 The big picture of the digital age (6/6/2021), geniouxfacts, Ultra Condensed Golden Knowledge Juice: In the current state of the art Digital Transformation (DT) is wonderful and potentially disruptive!
  • g-f(2)308 The Big Picture of Business Artificial Intelligence (6/5/2021), geniouxfacts, Ultra Condensed Golden Knowledge Juice: AI in Its Current State Is Already Wonderful.
  • g-f(2)307 The Big Picture of Business Artificial Intelligence (6/3/2021), MIT Technology Review, AI is learning how to create itself.
  • g-f(2)302 The big picture of the digital age (5/31/2021), MIT SMR, Self-Sufficient Production Following the Pandemic.
  • g-f(2)301 The big picture of the digital age (5/30/2021), MIT SMR, Digital Fabrication During the COVID-19 Pandemic.
  • g-f(2)300 The big picture of the digital age, Untapped free golden knowledge of exceptional quality, Boston Global Forum YouTube channel, 5/30/2021.
  • g-f(2)299 The big picture of the digital age, MIT SMR, THE THIRD DIGITAL REVOLUTION: 10 relevant lessons learned (5/30/2021).
  • g-f(2)126 THE BIG PICTURE OF THE DIGITAL AGE, MIT SMR, The Promise of Self-Sufficient Production. Digital fabrication represents a third digital revolution.
  • 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.
  • g-f(2)271 The Big Picture of the Digital Age (5/11/2021), geniouxfacts, The inverted pyramid of knowledge of a “genioux fact fast solution”: From GOLD JUICES to GOLD FRUITS.
  • 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.

• A list of relevant "genioux facts" that describe a "Classical CONTEXT" of the Digital Age
1. g-f(2)45 "The Big Picture of the Digital Age": Knowledge opens the way to staggering opportunities, risks and challenges
2. g-f(2)50 The Big Picture of the Digital Age: Mines of Golden Knowledge Growing Every Day
3. g-f(2)74 THE BIG PICTURE OF THE DIGITAL AGE: Rapid change, incertitude and disruption, in a hypercompetitive environment
4. g-f(1)28 The pyramid of knowledge of a “genioux fact”: From GOLD FRUITS to GOLD JUICES
5. g-f(2)51 The Big Picture of the Digital Age: The Value of Golden Knowledge is Relative
6. g-f(2)99 THE BIG PICTURE OF THE DIGITAL AGE, The “genioux facts”: Essential knowledge to unleash your limitless growth.
7. 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
8. g-f(2)151 The Big Picture of the Digital Transformation, 3/1/2021, geniouxfacts, How To Succeed At Business Digital Transformation.
9. g-f(2)153 The Big Picture of Business Artificial Intelligence (3/3/2021) in a Single “g-f KBP” Chart
10. 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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