Essential Math for AI by Hala Nelson

Author:Hala Nelson [Hala Nelson]
Language: eng
Format: epub, pdf
Publisher: O'Reilly Media, Inc.
Published: 2023-02-24T16:00:00+00:00

AI enhances existing mathematical models and simulations: AI has a great potential to assist in areas that have traditionally been difficult and limiting for mathematical models and simulations, such as learning appropriate values for the involved parameters, appropriate probability distributions, mesh shapes and sizes for the discretized equations, fine meshing in order to capture fine details and delicate behaviors at various spacial and time scales, and scaling computations in a stable way to long times or to large domains with complicated shapes. Fields like navigation, aviation, finance, materials science, fluid dynamics, operations research, molecular and nuclear sciences, atmospheric and ocean sciences, astrophysics, physical and cyber security, and many others rely heavily on mathematical modeling and simulations. Integrating AI capabilities into these domains is starting to take place with very positive outcomes. We will come across examples of AI enhancing simulations in later chapters of this book.

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