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Type: BOOK - Published: 2022-05-05 - Publisher: Cambridge University Press

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A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.
Data-Driven Modeling & Scientific Computation
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Type: BOOK - Published: 2013-08-08 - Publisher: Oxford University Press

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Combining scientific computing methods and algorithms with modern data analysis techniques, including basic applications of compressive sensing and machine lear
Dynamic Mode Decomposition
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Type: BOOK - Published: 2016-11-23 - Publisher: SIAM

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Data-driven dynamical systems is a burgeoning field?it connects how measurements of nonlinear dynamical systems and/or complex systems can be used with well-est
Machine Learning Control – Taming Nonlinear Dynamics and Turbulence
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This is the first textbook on a generally applicable control strategy for turbulence and other complex nonlinear systems. The approach of the book employs power
Data-Driven Engineering Design
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This book addresses the emerging paradigm of data-driven engineering design. In the big-data era, data is becoming a strategic asset for global manufacturers. T