Mathematics for Pleasure of a Beginner

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I've just read "The Music of the Primes" by Marcus du Sautoy, it is worth a read. I'm not from a maths background, but I'd like to develop a deeper understanding of the concepts. The poetry of math is something I'd like to experience and I feel like I didn't find as much joy in math as there is in the world of numbers.

Elliptical curve crypto-systems sounds like a direction I might want to head towards. I have no concept of where to start, or how in depth I would need to go to understand elliptical curves. Geometry was the most interesting math to me, but I am willing to move in different directions based on advice and materials.

In sum, I want to sit down with math again to give myself the chance at something I haven't experienced, the music of mathematics. There is no timeline or test on the horizon. What captivates you about math? What are the most interesting questions? Where would you recommend I start?

Thank you for any thoughts ahead of time.

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A very nice book is Paul Nahim's "An imaginary tale: The story of $\sqrt{-1}$". The books by William Dunham ("When Euler met l'Hôpital", "Journey through Genius", and others) give a historical perspective.

Free for personal use are several nice textbooks by The Trillia Group.

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That book is really inspiring. I have a background in physical chemistry but this book made me studying mathematics just because I found it pleasurable. I've started from basic undergraduate mathematics books and currently I'm studying G.C.Smith's "Introductory mathematics algebra and analysis" book.