Menu

Tuesday, December 5, 2023

g-f(2)1678 AI and Optimization: A Game-Changer in Problem-Solving

 

genioux Fact post by Fernando Machuca and Bing Chatbot 


Lighthouse of the Big Picture of the Digital Age


Daily g-f Fishing GK Series

Angel sponsors                  Monthly sponsors 


Introduction:


The article from MIT News titled "AI accelerates problem-solving in complex scenarios" discusses a new approach developed by researchers from MIT and ETH Zurich that uses machine learning to speed up mixed-integer linear programming (MILP) solvers, which are used for complex optimization problems.



genioux GK Nugget:


"Researchers from MIT and ETH Zurich have developed a data-driven machine learning technique that accelerates MILP solvers by 30 to 70 percent without any drop in accuracy, potentially revolutionizing complex optimization problems."  — Fernando Machuca and Bing Chatbot



genioux Foundational Fact:


The researchers identified a key intermediate step in MILP solvers, known as separator management, which has an exponential number of potential solutions. They devised a filtering mechanism that reduces the separator search space from more than 130,000 potential combinations to around 20 options. Then, they used a machine-learning model to pick the best combination of algorithms from among these options. This model is trained with a dataset specific to the user’s optimization problem, so it learns to choose algorithms that best suit the user’s particular task.



The 10 most relevant genioux Facts:


Lighthouse of the Big Picture of the Digital Age


  1. MILP solvers employ a divide-and-conquer approach, first splitting the space of potential solutions into smaller pieces with a technique called branching.
  2. The solver then employs a technique called cutting to tighten up these smaller pieces so they can be searched faster.
  3. Cutting uses a set of rules that tighten the search space without removing any feasible solutions.
  4. These rules are generated by a few dozen algorithms, known as separators, that have been created for different kinds of MILP problems.
  5. The process of identifying the ideal combination of separator algorithms to use is a problem with an exponential number of solutions.
  6. The researchers devised a filtering mechanism that reduces this separator search space from more than 130,000 potential combinations to around 20 options.
  7. They used a machine-learning model to pick the best combination of algorithms from among the 20 remaining options.
  8. This model is trained with a dataset specific to the user’s optimization problem, so it learns to choose algorithms that best suit the user’s particular task.
  9. The model’s iterative learning process, known as contextual bandits, a form of reinforcement learning, involves picking a potential solution, getting feedback on how good it was, and then trying again to find a better solution.
  10. This data-driven approach accelerated MILP solvers between 30 and 70 percent without any drop in accuracy.


Lighthouse of the Big Picture of the Digital Age


Conclusion:


The research from MIT and ETH Zurich presents a significant advancement in the field of AI and optimization. By employing a data-driven machine learning approach, they have managed to significantly speed up MILP solvers, which are used for complex optimization problems. This could have far-reaching implications in various fields where such solvers are employed, potentially leading to more efficient and optimal solutions.



REFERENCE

The GK Article


Adam Zewe, AI accelerates problem-solving in complex scenarios, MIT News, December 5, 2023.


Adam Zewe


Adam Zewe is a prolific contributor to MIT News¹²³. He has written extensively on topics related to artificial intelligence and machine learning¹². His articles provide insights into the latest developments in these fields, including the impact of generative AI on virtual meetings¹, the use of mathematical frameworks to evaluate explanations of machine-learning models², and the acceleration of AI tasks while preserving data security³. His work helps to disseminate complex technological concepts to a broader audience, making him a valuable asset to the MIT News team.


Source: Conversation with Bing, 12/1/2023

(1) Explained: Generative AI | MIT News | Massachusetts Institute of Technology. https://news.mit.edu/2023/explained-generative-ai-1109.

(2) Unpacking black-box models | MIT News | Massachusetts Institute of .... https://news.mit.edu/2022/machine-learning-explainability-0505.

(3) Accelerating AI tasks while preserving data security | MIT News .... https://news.mit.edu/2023/accelerating-ai-tasks-while-preserving-data-security-1030.

(4) AI model speeds up high-resolution computer vision - MIT Schwarzman .... https://computing.mit.edu/news/ai-model-speeds-up-high-resolution-computer-vision/.




The "g-f New World"


The "g-f New World" is an innovative creation by Genioux.com Corporation. It's part of the "genioux facts" online program, which aims to illuminate the mastery of the digital landscape¹. The "g-f New World" is a realm that focuses on the revolutionary process of Digital Transformation across industries, organizations, and nations¹.


g-f(2)1580 GK Elixirs Unveiled: Navigating the New World of genioux Wisdom


Here are some key aspects of the "g-f New World":

  • Personal Digital Transformation (g-f PDT): This represents the individual's journey of learning, unlearning, and relearning, fostering an environment where adaptation to the digital era yields not just survival but thriving¹.
  • g-f Treasure: This treasure amalgamates cutting-edge emerging technologies, profound multidisciplinary knowledge, and the force of PEOPLE, the architects of metamorphosis¹.
  • Golden Knowledge (GK): In the heart of the "g-f New World," daily springs of exquisite knowledge converge, known as Golden Knowledge (GK). These precious insights continuously blossom, fostering enrichment and growth¹.


The "g-f New World" is a vision for the future of the world in the digital age. It is a world of unlimited growth and prosperity, where people are empowered to learn, grow, and thrive¹. It is a world where technology is used for good, and where everyone has a chance to succeed¹.


Source: Conversation with Bing, 11/27/2023

(1) g-f New World - Genioux.com Corporation. https://gnxc.com/g-f-new-world.

(2) g-f(2)959 THE NEW WORLD (2/23/2022), geniouxfacts, The "g-f story" of .... https://blog.geniouxfacts.com/2022/02/g-f2959-new-world-2232022-geniouxfacts.html.

(3) g-f(2)942 THE NEW WORLD (2/16/2022), The Story of the New World in a “g .... https://blog.geniouxfacts.com/2022/02/g-f2942-new-world-2162022-story-of-new.html.

(4) "g-f GK": The Radiance of Limitless Understanding - gnxc.com. https://gnxc.com/g-f-gk.



"genioux facts" Program


The "genioux facts" is a free online program developed by researcher, professor, and entrepreneur Fernando Machuca (PhD in computer science) and his team¹. The program focuses on "Mastering the Big Picture of the Digital Age" and aims to create a better world in the digital age²⁴⁵.


g-f(2)1670 Illuminating the Collective Path Ahead: The Weekly genioux Beacon Forged Through Human-Digital Synergy


Here are some key aspects of the "genioux facts" program:

  • Essential Blocks of Executive Knowledge: The program examines the state of the art of the digital age daily to deduce, extract, and produce the essential blocks of executive knowledge, also known as "genioux facts"¹.
  • Golden Knowledge (GK): The "genioux facts" are the building blocks of Golden Knowledge (GK) that can help create a better world².
  • Critical and Creative Thinking: The program teaches us how to think critically and creatively, providing us with the Golden Knowledge we need to succeed in the digital age².
  • AI-powered Dream Team: The program features an AI-powered dream team that brings forth Golden Knowledge (GK) to fuel boundless growth for all, offering a fascinating beacon of hope for humanity amid the perils of misinformed leaders².


In essence, the "genioux facts" program is a beacon in the exploration of the digital age, providing insightful viewpoints on the crossroads of AI and human creativity³. It's a platform that empowers individuals and nations alike to navigate the challenges and opportunities of the digital world².


Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”:. https://www.geniouxfacts.com/.

(2) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.

(4) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(5) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/2023/10/g-f21409-genioux-revolution-new-era-of.html.



Who can benefit from genioux facts program


g-f(2)1669 The 10 Most Read genioux Fact Posts of the Month (12/03/2023)


The "genioux facts" program is designed to benefit a wide range of individuals. Here are some groups who might find it particularly useful:


  • Individuals: The program can help individuals understand the digital age and adapt to its challenges and opportunities¹. It's particularly beneficial for those who are curious about the digital age and want to learn more about it².
  • Executives: The program provides essential blocks of executive knowledge, making it a valuable resource for executives who want to stay informed about the latest developments in the digital age¹.
  • Entrepreneurs: Entrepreneurs can benefit from the program's insights into the digital age, which can help them identify opportunities and make informed decisions².
  • Researchers and Professors: Those involved in academic research or teaching can use the program as a resource for understanding the big picture of the digital age².
  • Students: Students studying computer science or related fields can use the program to supplement their coursework and gain a broader understanding of the digital age².


In essence, anyone interested in understanding the digital age and its impact on various aspects of life and work can benefit from the "genioux facts" program².


Source: Conversation with Bing, 11/27/2023

(1) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/2023/09/g-f21310-genioux-ai-powered-chatbot.html.

(2) genioux facts (g-f) - Genioux.com Corporation. https://gnxc.com/genioux-facts-g-f.

(3) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/.

(4) “genioux facts”: The online program on "MASTERING THE BIG PICTURE OF .... https://blog.geniouxfacts.com/p/about.html.



The categorization and citation of the genioux Fact post


g-f(2)1668 The 10 Most Read genioux Fact Posts of the Week (12/03/2023)


Categorization


This genioux Fact post is classified as Breaking Knowledge which means: Insights for comprehending the forces molding our world and making sense of news and trends.


Type: Breaking Knowledge, Free Speech


g-f(2)1678: The Juice of Golden Knowledge



GK Juices or Golden Knowledge Elixirs



References


genioux facts”: The online program on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)1678, Fernando Machuca and Bing Chatbot, December 5, 2023, Genioux.com Corporation.


The genioux facts program has established a robust foundation of over 1677 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1677]