The Data-centric AI Revolution: An AI-based data science problem-solving framework. April 10, 2024,at Futurist of the Year 2024 Congress, Warsaw, Poland
AI-based data science does not predict the future, e.g., of economics, it provides uncertain, unprovable insights into patterns of phenomena with which humans predict the future. Despite its inherent uncertainty, AI-based data science has been successfully applied to solve problems with solutions that were previously impossible. AI-based data science – massive data and analytics – is transforming every discipline that has adequate data, such as science (technology), economics, and education.
AI-based data science is being applied in every human endeavor that has adequate data. Successful applications require a deep understanding of
The lecture applies the ideas and framework introduced in the April 9 lecture focusing on the role of data and analytics with examples drawn from economics.
The AI Revolution is changing the world: The philosophy, power, and limitations of AI-based data science. April 9, 2024, at Futurist of the Year 2024 Congress, Warsaw, Poland; and April 12, 2024, at SGMK Copernicus University Warsaw, Poland
The emerging AI Revolution will enable vastly more knowledge discovery than science – our previously most powerful knowledge discovery paradigm – and will surpass the Industrial Revolution in changing our world. While the Industrial Revolution sparked immense economic growth and social change by transforming manual labor to mechanized production at scale, the AI Revolution will do so by automating knowledge discovery and innovation that can create or destroy, at scale beyond human understanding. The potential of the AI Revolution requires deeper thinking about philosophical and practical impacts of technology.
AI, more precisely AI-based data science, poses its own greatest challenge – it is inscrutable. We do not understand how it works. Since ChatGPT’s November 2022 release, AI-based data science has captured the world’s attention with daily reports of previously unimagined breakthroughs and with both plausible and hyperbolic speculation. Every major government and religion has issued AI guidelines leading to regulation and governance. Companies are racing to understand and deploy AI, possibly contradicting their claims of caution.
This lecture describes the philosophy, power, and limitations of the coming AI Revolution that will change the world. While it is and may always be inscrutable, we will use a framework to better understand what we know and do not know.
Future Intelligent Information Systems: AI and Database Technologies Working Together, Invited talk, Seventh National Conference on Artificial Intelligence (AAAI-88) August 21–26, 1988, Saint Paul, Minnesota; invited talk, 14th International Conference on Very Large Data Bases (VLDB-88), August 29 – September 1, 1988, Los Angeles.
Estado del arte en la technologia relacional (Relational Databases: State of the Art), 1st National Conference on Databases, Medellin, Colombia, August 23-28, 1982
Interrelación entre inteligencia artificial y Databases (Databases and Artificial Intelligence), 1st National Conference on Databases, Medellin, Colombia, August 23-28, 1982