Thursday, October 14, 2021

g-f(2)566 THE BIG PICTURE OF THE DIGITAL AGE (10/14/2021), MIT News, These neural networks know what they’re doing


VIRAL KNOWLEDGE: The “genioux facts” knowledge news

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"g-f" fishing of golden knowledge (GK) of the fabulous treasure of the digital age, Artificial Intelligence, Machine Learning (10/14/2021)  g-f(2)426 


Opportunity 

These neural networks know what they’re doing, MIT News


      • ​Researchers at MIT have now shown that a certain type of neural network is able to learn the true cause-and-effect structure of the navigation task it is being trained to perform. Because these networks can understand the task directly from visual data, they should be more effective than other neural networks when navigating in a complex environment, like a location with dense trees or rapidly changing weather conditions.
      • In the future, this work could improve the reliability and trustworthiness of machine learning agents that are performing high-stakes tasks, like driving an autonomous vehicle on a busy highway.
      • “Because these machine-learning systems are able to perform reasoning in a causal way, we can know and point out how they function and make decisions. This is essential for safety-critical applications,” says co-lead author Ramin Hasani, a postdoc in the Computer Science and Artificial Intelligence Laboratory (CSAIL).
      • Neural networks are a method for doing machine learning in which the computer learns to complete a task through trial-and-error by analyzing many training examples. And “liquid” neural networks change their underlying equations to continuously adapt to new inputs.
      • In the future, the researchers want to explore the use of NCPs (Neural Circuit Policy) to build larger systems. Putting thousands or millions of networks together could enable them to tackle even more complicated tasks.
      • This research was supported by the United States Air Force Research Laboratory, the United States Air Force Artificial Intelligence Accelerator, and the Boeing Company.


                          Genioux knowledge fact condensed as an image




                          References


                          These neural networks know what they’re doing, Adam Zewe, October 14, 2021, The MIT News. 



                          Extra-condensed knowledge


                          Opportunity 

                          The Big Picture of Business Artificial Intelligence (3/3/2021) in a Single “g-f KBP” Chart, geniouxfacts



                          The “genioux facts” Knowledge Big Picture (g-f KBP) graphic


                          • Most of the AI deployed today, while novel and impressive, still falls under a category of “specialized AI.”
                          • Artificial general intelligence (AGI), the idea of a truly artificial human-like brain, remains a topic of deep research interest but a goal that experts agree is far in the future.
                          • The ability to adapt to entirely novel situations is still an enormous challenge for AI and robotics, a key reason for companies’ continued reliance on human workers for a variety of tasks.
                          • From a work perspective, these technologies tend to be task oriented, that is they execute limited sets of tasks, more than the full set of activities comprising an occupation.

                                    g-f(2)153 The Big Picture of Business Artificial Intelligence (3/3/2021) in a Single “g-f KBP” Chart. This "genioux fact" is a knowledge block made up of 10 blocks of “genioux fact". 
                                    1. g-f(2)82 THE BIG PICTURE OF THE DIGITAL AGE, MIT TASK FORCE ON THE WORK OF THE FUTURE, AI Today, and the General Intelligence of Work.
                                    2. g-f(2)65 THE BIG PICTURE OF THE DIGITAL AGE: IDC, Worldwide Spending on Artificial Intelligence Is Expected to Double in Four Years, Reaching $110 Billion in 2024
                                    3. g-f(1)10 Companies obtain significant financial benefits from AI when the strategic focus is organizational learning, not just machine learning
                                    4. g-f(1)21 Successful Digital Transformation Projects at Repsol: Continuous Learning with AI
                                    5. g-f(2)111 THE BIG PICTURE OF THE DIGITAL AGE, HBR, Why Is It So Hard to Become a Data-Driven Company?
                                    6. g-f(2)132 THE BIG PICTURE OF THE DIGITAL AGE, MIT SMR, Progress Toward the Intelligent Enterprise.
                                    7. g-f(2)93 THE BIG PICTURE OF THE DIGITAL AGE, Forbes, Understanding The Value Of Artificial Intelligence Solutions In Your Business.
                                    8. g-f(2)34 MIT SMR: Why Chief Data Officers (CDO) Must Assume Leadership for Data Success
                                    9. g-f(2)4 Companies need to identify the type of talent they need in order to become data-driven
                                    10. g-f(2)136 THE BIG PICTURE OF THE DIGITAL AGE, Forbes, 10 Ways AI And Machine Learning Are Improving Marketing In 2021.



                                      Condensed knowledge




                                      Opportunity 

                                      AI in Its Current State Is Already Wonderful, geniouxfacts



                                      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.


                                      References


                                      “genioux facts”: The online programme on MASTERING “THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)566, Fernando Machuca, October 14, 2021, 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.




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