Can I have suggestions for some good book regarding tensors for physics.
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I suggest that you read what is said about tensors in three General Relativity books:
Spacetime and Geometry - An Introduction to General Relativity - Sean Carroll - Chapter 1, specially sections 1.4, 1.5, 1.6 and 1.7, but it is good to read all of it. If you want to understand tensor fields, and not just tensors, then you should read the whole Chapter 2;
Gravitation - Misner, Thorne, Wheeler - Chapters 2 and 3. Specifically about tensors in general there is section 3.2, but I suggest reading the two chapters to actually understand the point. This one gives quite a nice geometric intuition, specially about differential forms (completely skew-symmetric tensors);
General Relativity - Robert Wald - Chapter 2 and specially Section 2.3 which gives a quite self-contained description of what are tensors in general and why the definition makes sense for physics. Again, if you want to understand tensor field, though, you should read the whole chapter;
Those books are certainly for physicists, as they cover standard General Relativity, and all they have inside then discussion about what are tensors and how to manipulate them in a modern way. Of course, it is not because they are GR books that what they say about tensors is specific to GR.
In other words: it is good to understand tensors as multilinear maps instead of as sets of components plus a transformation property. Furthermore, the definition as multilinear maps shows why, when working totally in coordinates, the transformation definition makes sense. Without it, the transformation definition seems like it came out of thin air.
Finally, if you want a more advanced treatment, I suggest you look at
- Linear Algebra and Geometry - Kostrikin and Manin - Chapter 4.
But I would suggest you only do so after you feel comfortable with the usual approach.
This book is quite though with a quite abstract approach. For starters, in physics, the first approach is already quite good. There are advantages, though. In particular, it discusses the tensor product that appears in QM.
By the way, if you ever want to learn this other approach and find the definition of the tensor product confusing, I suggest to check out these questions on Math.SE:
An Introduction to Tensors and Group Theory for Physicists is a good book, recommended to me by some professors in my institution. It doesn't go into too much of abstract algebra, other than what's absolutely necessary.
Another really good book would be A Student's Guide to Vectors and Tensors by Daniel A. Fleisch.
Some other recommendations for physicist approach of tensors may be found here. I'm not quoting from there, because I've already mentioned the best books.
I learned about tensors from Schutz's book about general relativity ("A first course in general relativity") and from Wald's general relativity book ("General relativity").
These are not strictly books about tensors, but since they form a lot of the mathematical apparatus of GR, they are explained well there (and with physical interpretations and applications).