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Essential Math for AI : next-level mathematics for efficient and successful AI systems

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Many sectors and industries are eager to integrate AI and data-driven technologies into their systems and operations. But to build truly successful AI systems, you need a firm grasp of the underlying mathematics. This comprehensive guide bridges the current gap in presentation between the unlimited potential and applications of AI and its relevant mathematical foundations. Rather than discussing dense academic theory, author Hala Nelson surveys the mathematics necessary to thrive in the AI field, focusing on real-world applications and state-of-the-art models. You'll explore topics such as regression, neural networks, convolution, optimization, probability, Markov processes, differential equations, and more within an exclusive AI context. Engineers, data scientists, mathematicians, and scientists will gain a solid foundation for success in the AI and math fields

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Essential Math for AI : next-level mathematics for efficient and successful AI systems, Hala Nelson

Jazyk
Rok vydania
2023
Väzba
(mäkká)
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Titul
Essential Math for AI : next-level mathematics for efficient and successful AI systems
Jazyk
anglicky
Vydavateľ
O'Reilly Media
Rok vydania
2023
Väzba
mäkká
ISBN10
1098107632
ISBN13
9781098107635
Série
Štítky
Hodnotenie
3,8 z 5
Anotácia
Many sectors and industries are eager to integrate AI and data-driven technologies into their systems and operations. But to build truly successful AI systems, you need a firm grasp of the underlying mathematics. This comprehensive guide bridges the current gap in presentation between the unlimited potential and applications of AI and its relevant mathematical foundations. Rather than discussing dense academic theory, author Hala Nelson surveys the mathematics necessary to thrive in the AI field, focusing on real-world applications and state-of-the-art models. You'll explore topics such as regression, neural networks, convolution, optimization, probability, Markov processes, differential equations, and more within an exclusive AI context. Engineers, data scientists, mathematicians, and scientists will gain a solid foundation for success in the AI and math fields