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I am currently pursuing my bachelor's in computer science (AI). I am very passionate and curious about quantum technologies, particularly quantum information theory, and quantum computing, and I want to pursue higher education in this field. I started reading the book Quantum Computation and Quantum Information by "M.A Nielsen and I.L Chuang". But could not understand anything in it. I realised I lacked both mathematics and physics required for understanding it.

I want to know how can I learn maths and physics for understanding Quantum Computing and Quantum information theory? Is it helpful if I learn these both in depth first and then go for quantum computing?

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I recommend you check out N. David Mermin's Quantum Computer Science.

It's the clearest introduction I've seen. Mermin is a master expositor. The book is designed for CS students, and only requires basic linear algebra with complex numbers.