Neural Networks - A Systematic Introduction a book by Raul Rojas

https://page.mi.fu-berlin.de/rojas/neural/

online open access

https://mathematical-tours.github.io

Mathematics of Neural Networks

by G Peyré

Dear Emmanuel T. Adewuyi,

I suggest you to see links and attached file on subject.

https://www.goodreads.com/book/show/36269984-the-math-of-neural-networks

https://link.springer.com/book/10.1007/978-1-4615-6099-9

http://matt-versaggi.com/mit_open_courseware/Artificial_Intelligence_for_Humans/NeuralMath.pdf

https://www.amazon.fr/Introduction-Math-Neural-Networks-English-ebook/dp/B00845UQL6

Best regards

Neural Network Math by MICHAEL TAYLOR - https://www.google.com/search?sxsrf=AOaemvL2kwKXsOal_HZK72qNa68RRWndkw:1642256572635&q=The+Math+of+Neural+Networks&stick=H4sIAAAAAAAAAI1UO2jVUBhubmu9jbX0phX0ulyvCLWIN-_kuLT4QsGqaB2cws3Jq3mc3OTEPO4iFBR08gEKLoI4-NpcxEFEJx0cHHRRETdXQdBFvbbNCR0El5DvfP_3fef_c3LqG9qbO3aH4yzOzXUfcfxMbMIwCExkmEZLD0MPt6wwbiHzXNz1W0E3cczBYwni19SqEmJWBqzeL7HDAS4IRIJdALO-L4HXFN0JOqyogFQXS7KMJWJBdz0hT8tiTeEziZCWHAmqZKyREqdmAiDb4DKb1ZNB7PhfzOuBnCSRu1YLrT6fSxWHUk0SiQ9gOYVwCHscTqpuepKN5LSiNc_C_VLKaqCwCRdzTpBqRKoawICKXKUmKkQ-kfYlFJW1CPU83eKcai5xbjhF2Q0S5EyQWb2kdSVSsBirlRcQUNWOCJJqvz3WsEk7EZYzB9hWORYRiIJKXIteJOIMkpEqouVrASJYEryAE7MSD-ZtG65BsJFHMFcsnvAQ2FmaaBV2eQ5bKWla4QM36BG9o7lZEeTV7KFnCTgqyFACCWQCX2EFRzhVyUl0WMGzUjYqmxMg4nrVxxEh7vtEq_qRLkOW4Ajkej9TvlDXhzdNfv3xaap5afjao1fvqOVhemS_iRPmQo3edNpMFsOF0FiyCuY7xXyj6MljYYhNvzhl-t3ENBZDZg89egglS0nBjDdpur5yjmPX5qfp1ShP9qBjqL3J259vUMwDar3rLYq5-Z-uEtDxP1zPrDc9zBykxxbMQDdjfMJidtL0gdD3TZgshYjZ0pyiGx1IFjorf3174tTY3xA90aDwnKrtq83U2sODlzbitadvb7wZPdu4-_H378cnTs43d88y9Maj-FgIu37jPf1yy-XT9-dmp-j6YjcPURgUjWtHrno_lb1z7R1j2rbpoe8fPs81HjZ_nZ84Mzu_td6iZkY4Z9evuYtP2OezQ4OU5Wf3XoyO1KnJoX6tPjF-Z8P2RcdsLQyun1ZotY6v3kbHzSQLYw9fGaX-ALQqOu7JBAAA&sa=X&ved=2ahUKEwjE3ZC9-rP1AhWESWwGHRiOCRoQ-BZ6BAgKEBM

You can refer this for complete mathematical modeling of neural networks. Emmanuel T. Adewuyi

https://link.springer.com/book/10.1007/978-90-481-8581-8

One more suggestion for neural networks mathematical model:

https://link.springer.com/book/10.1007/978-1-4615-6099-9

1- Mathematics of Neural Networks. Models, Algorithms and Applications

By: Ellacott Stephen W., Mason John C., Anderson Iain J.

2- Discrete Mathematics of Neural Networks: Selected Topics

By: Martin Anthony

3- Qualitative Analysis and Synthesis of Recurrent Neural Networks

By: Anthony N. Michel

4- Hands-On Mathematics for Deep Learning: Build a solid mathematical foundation for training efficient deep neural networks

By: Jay Dawani

5- Comprehensive Mathematics for Computer Scientists 2. Calculus and ODEs, Splines, Probability, Fourier and Wavelet Theory, Fractals and Neural Networks, Categories and Lambda Calculus

By: Guerino Mazzola, Gérard Milmeister, Jody Weissmann Universitext

6- Deep Neural Networks in a Mathematical Framework

By: Anthony L. Caterini, Dong Eui Chang

7- Mathematical Approaches to Neural Networks

By: J. G. Taylor