henry407 said:
Thanks Zombie and Arsenic. I'd like to ask do you got books recommendation in each field stated above?
(espeically Linear algebra, Elementary complex analysis, Group theory)
[Personally, I have read Linear Algebra:A modern introduction and Metric Space (springer publisher). Currently, I am reading Partial Differential Equations with Fourier Series and Boundary Value Problems; but I still think I didn't learn enough for Linear Algebra and Metric Space]
I'd like to read some formal introduction to each topics instead of a summary book (e.g. Boas). Or it is not necessary to cover comprehensively (too mathematically) on each topics in order to become a good theoretical physicist?
Moreover, I found that problems from those pure mathematics book is extremely difficult that I didn't even attempt to work it out. (e.g. The book about Metric Space) So, I'd like to ask, if I treat those math as a tool for physics, is it necessary to work out those problems in the pure math textbooks?
Reading pure math books is not strictly necessary but can be very helpful. Certainly, if you don't know the rigorous theory behind linear algebra, you can still be a very good quantum physicists (for example). But I have found that the rigorous theory gives you a conceptual change in perspective that can be very useful. For example, somebody knowing rigorous differential geometry will approach general relativity from a different point of view, and will have a more founded knowledge of the material and might also find some concepts easier to grasp.
Also, mathematics is philosophically and aesthetically pleasing to a very high degree. But again: only do it if you really like it.
As for books, I like the free book "Linear Algebra done wrong":
http://www.math.brown.edu/~treil/papers/LADW/LADW.html Many sections in there are quite relevant to physics.
As for group theory. Pure math books in group theory will sadly focus mostly on the finite groups and those are useful in physics, but not as useful as the infinite matrix groups. Furthermore, it will usually not focus on representation theory (at least a first course won't). A good book on the topic is Hall:
https://www.amazon.com/dp/0387401229/?tag=pfamazon01-20
The bad thing about this book is that it requires familiarity with elementary group theory already, but I think you can learn that fairly quickly. Another nice book is
https://www.amazon.com/dp/9971966573/?tag=pfamazon01-20 But I have found the exercises weird.
For complex analysis, the book by Flanigan should be enough:
https://www.amazon.com/dp/0486613887/?tag=pfamazon01-20 The visual complex analysis book is also a good read for intuition:
https://www.amazon.com/dp/0198534469/?tag=pfamazon01-20
Finally, for PDE's, there is probably no better book than Strauss:
https://www.amazon.com/dp/0470054565/?tag=pfamazon01-20