I am now considering about studying algebraic topology. There are a lot of books about it, and I want to choose the most comprehensive book among them. I have a solid background in Abstract Algebra, and also have knowledge on Homological Algebra(in fact I am now study Tor and Ext functors). But my knowledge in topology is poor, very poor. I could only remember the concepts, but I got no idea with problems. Please feel freely suggesting me some book to work on. Thank for reading.
Learning Roadmap for Algebraic Topology
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If your background in point set topology is insufficient, Munkres' Topology is a great book for foundations. Once you understand the basics in Munkres, you can move on to Armstrong's Basic Topology or Massey's Algebraic Topology: An Introduction (the former also contains all of the point set topology necessary to read it in its entirety) . Either of those should prepare you for Hatcher's Algebraic Topology, provided you have the necessary algebra background (which it sounds like you do). There will be some overlap between Hatcher and the other two, but attempting Hatcher without familiarity with the classification of surfaces and basic homotopy theory may be overwhelming.
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I'm going to be controversial here, and suggest that you start with Spanier's Algebraic Topology, supplemented by Switzer's Algebraic Topology: Homology and Homotopy. These are very good and comprehensive books which have stood the test of time; books that present algebraic topology properly and algebraically. Many great algebraic topologists grew up on these books.
That having been said, I am also a fan of Munkres Elements of Algebraic Topology which works out examples very nicely using simplicial decompositions. Not to sound too old-fashioned, but I'm also a huge fan of Schubert's Topology as a book which works out the simplicial story properly. But, given your background, I strongly recommend that you dive straight into Spanier and Switzer, and enjoy their beautiful, classical, algebraic treatment of the material.
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Firstly, let me qualify this answer by acknowledging that I don't know algebraic topology very well and have only assimilated the rudiments of homotopy and homology theory. That being said, I find the two texts by Prosolov, Elements of Combinatorial And Differential Topology and Elements of Homology Theory, to be very promising. These texts are meant to be read sequentially and each text introduces problems in a just-in-time fashion and to which hints and, in many cases, full solutions, are provided. This feature makes these texts very suitable for self-study and is a rarity among algebraic topology texts. The author doesn't expect you to have a thorough background in differential geometry and introduces these concepts as needed. Although in the first volume he does cover basic definitions from point set topology, you will probably need to supplement it with a good general topology text as others have suggested, e.g., Munkres.
If you would like to learn algebraic topology very well, then I think that you will need to learn some point-set topology. I would recommend you to read chapters 2-3 of Topology: A First Course by James Munkres for the elements of point-set topology. If you would like to learn algebraic topology as soon as possible, then you should perhaps read this text selectively. In particular, I would recommend you to focus mainly on the following (fundamental) notions, reading more if time permits:
I think that as far as algebraic topology is concerned, there are two options that I would recommend: Elements of Algebraic Topology by James Munkres or chapter 8 onwards of Topology: A First Course by James Munkres. The latter reference is very good if you wish to learn more about the fundamental group. However, the former reference is nearly 450 pages in length and provides a fairly detailed account of homology and cohomology. I really enjoyed reading Elements of Algebraic Topology by James Munkres and would highly recommend it. In particular, I think a good plan would be:
You will not need to know anything about manifolds to read Elements of Algebraic Topology but I believe that it is good to at least concurrently learn about them as you learn algebraic topology; the two subjects complement each other very well. I think a very good textbook for the theory of differentiable manifolds is An Introduction to Differentiable Manifolds and Riemannian Geometry by William Boothby (but this is a matter of personal taste; there are (obviously) many other excellent textbooks on this subject). The advantage of this textbook from the point of view of this question is that there is a flavor of algebraic topology present in one of the chapters.
I hope this helps!