How to Self-Study Calculus: Topics and Book Guide
To self-study calculus, work through four core areas in order: differentiation, integration, sequences and series, then multivariable calculus. Each builds directly on the last, so skipping ahead creates gaps. A strong starting text is Keisler’s “Elementary Calculus: An Infinitesimal Approach,” which is freely available online and covers both standard and infinitesimal methods.
Table of Contents
Key Takeaways
- Calculus study progresses through four sequential stages: differentiation, integration, sequences and series, and multivariable calculus.
- H. Jerome Keisler’s textbook “Elementary Calculus: An Infinitesimal Approach” is distributed free of charge at math.wisc.edu and covers material from basic calculus through vector calculus.
- Ziv Nitecki’s “Calculus Deconstructed: A Second Course in First-Year Calculus” rebuilds single-variable calculus with rigorous proofs and is intended for readers who already know Keisler-level material.
- Nitecki’s follow-up text, “Calculus in 3D: Geometry, Vectors and Multivariate Calculus,” is also freely available as a PDF through Tufts University and extends into differential forms.
- Shepley L. Ross’s “Differential Equations” covers first-order and higher-order ODEs, Laplace transforms, and Sturm-Liouville theory, and can be started right after a first pass through single-variable calculus.
What Are the Four Main Areas of Calculus to Study?
1. Differentiation
Differentiation is the process of finding the tangent line to a specific function at a given point. A surprising number of facts about a function’s behavior can be deduced from this single procedure. The only prerequisite is basic high-school mathematics.
Important topics within differentiation include:
- Continuity
- Limits
- Derivatives
- Rules for differentiation
- Mean value theorem and its consequences
- Geometrical meaning of derivatives
- Curve sketching
- Rate of change
2. Integration
Integration is the inverse process of differentiation and is used to find areas, lengths, and many other quantities. Differentiation is a prerequisite for this stage.
Important topics within integration include:
- Indefinite integrals
- Rules for indefinite integration
- Definite integration
- Rules for definite integration
- The fundamental theorem of calculus
- Applications of integration to find areas, volumes, and lengths
- Applications to physics
3. Sequences and Series
Sequences and series matter because they let you approximate functions closely. Sine and logarithm functions, for example, can both be approximated very well using series expansions. Differentiation and integration are prerequisites for this stage.
Important topics within sequences and series include:
- Convergence of sequences
- Convergence of series
- Special sequences and series
- Convergence tests for series
- Taylor series
- Integration and differentiation with series
4. Multivariable Calculus
Every technique from single-variable calculus extends into multiple dimensions in this stage. Single-variable calculus is a prerequisite.
Important topics within multivariable calculus include:
- Basic spatial geometry, including parametrization of lines and curves
- Limits and continuity in multivariable functions
- Differentiation of multivariable functions
- Integration of multivariable functions
- Multivariable Taylor series
- Gradients and tangent planes
- Maximization problems, including Lagrange multipliers
- Different coordinate systems
- Vector calculus
Which Calculus Textbooks Are Worth Using?
Elementary Calculus: An Infinitesimal Approach (Keisler)
This textbook is freely available at math.wisc.edu and takes a reader from elementary calculus through the standard topics in multivariable calculus, presenting both the conventional real-number approach and the nonstandard infinitesimal approach.
The infinitesimal approach came first historically and relies on infinitesimal numbers, quantities smaller than any positive real number. Mathematicians including Euler and Gauss used infinitesimal reasoning in their work. Later mathematicians shifted toward the standard real-number approach, but Abraham Robinson later showed that infinitesimals can be made logically rigorous, and they remain useful in physics, engineering, and as a source of intuition in pure mathematics.
Keisler covers both approaches side by side, so a reader who finishes this book will be prepared to move on to a standard calculus or analysis text. The book covers limits, differentiation, integration, series, vectors, partial differentiation, multiple integrals, vector calculus, and some differential equations. A reader familiar with basic high-school math should have no trouble with it, since logarithms and trigonometric functions are reviewed along the way, though some familiarity with mathematical proofs is recommended.
Calculus Deconstructed: A Second Course in First-Year Calculus (Nitecki)
This book, published by the Mathematical Association of America and available through Amazon, constructs calculus rigorously. The theory is built up carefully, and the exercises include notable historical discussions.
It covers sequences and their limits, continuity, differentiation, integration, and power series. It is meant to be read after thorough exposure to a text like Keisler’s.
Calculus in 3D: Geometry, Vectors and Multivariate Calculus (Nitecki)
This book is freely available as a PDF from Tufts University. Readers who enjoyed Nitecki’s first-year calculus text are likely to enjoy this one too. It starts from the beginning of multivariable calculus and goes far, ending with a discussion of differential forms, a useful modern mathematical tool. Everything is proved rigorously, with some proofs placed in an appendix.
It covers coordinates and vectors (introductory linear algebra), curves in space, differentiation of real-valued functions, integration of real-valued functions, and vector fields and forms. It is intended for readers who already know some rigorous single-variable calculus.
Differential Equations (Ross)
Shepley L. Ross’s “Differential Equations” is available through Amazon and covers the main solution techniques along with some supporting theory. It is written accessibly for a subject often presented less attractively.
The book covers analytic solutions of first-order and higher-order ordinary differential equations (ODEs), series solutions, systems of linear ODEs, approximate methods for ODEs, the Laplace transform, existence and uniqueness theorems, Sturm-Liouville theory and Fourier series, nonlinear differential equations, and partial differential equations. It can be started after a first encounter with single-variable calculus, though some topics require additional background.
Frequently Asked Questions
What order should I study calculus topics in?
Study differentiation first, then integration, then sequences and series, then multivariable calculus. Each stage depends on solid understanding of the one before it, since integration is defined as the inverse of differentiation and series convergence relies on limit concepts from differentiation.
Do I need to know proofs before starting calculus?
Basic high-school mathematics is enough to begin a book like Keisler’s “Elementary Calculus.” A familiarity with mathematical proofs is recommended but not strictly required for that text, though more rigorous follow-up books like Nitecki’s “Calculus Deconstructed” assume more comfort with proof-based reasoning.
What is an infinitesimal in calculus?
An infinitesimal is a quantity smaller than any positive real number, used historically by mathematicians such as Euler and Gauss before the standard real-number approach to calculus became dominant. Abraham Robinson later showed that infinitesimals can be treated with full logical rigor.
Can I learn multivariable calculus and differential equations for free?
Yes. Nitecki’s “Calculus in 3D: Geometry, Vectors and Multivariate Calculus” is freely available as a PDF from Tufts University, and Keisler’s “Elementary Calculus” is freely available from the University of Wisconsin. Ross’s “Differential Equations” is not free and is sold through retailers such as Amazon.
Which book should I read after finishing an infinitesimal calculus course?
After finishing a book like Keisler’s, a rigorous second course such as Nitecki’s “Calculus Deconstructed: A Second Course in First-Year Calculus” is a reasonable next step, followed by “Calculus in 3D” for multivariable material.
Advanced education and experience with mathematics








Apostol's calculus books are fantastic for a first course on analysis, i.e. for a SECOND phase on calculus in the standard pedagogical sequence for most people who want to study mathematics formally. They are too dense to be useful for a first course on single or multi-variable calculus.
Dear micromass,
Have you read Apostol's calculus books? I want to know how they compare to the two Nitecki books you suggested in your guide? And also how Freidberg's Linear Algebra compares to Shilov's book on the same topic.
I wanted to go through calculus and then Linear Algebra following either of two paths:
a) Keisler's Infinitesmal approach>>>Nitecki Deconstructing Calculus>>>Nitecki Calculus in 3D>>>Freidberg's Linear Algebra
OR
b) Simmon's Calculus with analytic geometry>>>Apostol Vol 1>>>>Apostol Vol 2>>>>Shilov's Linear Algebra
It's a very nice book. But don't use it as first calculus book, since it's too difficult for that. It is very suitable as a second course though, if you enjoy the book.Can I skip first two chapters of third book if I followed the first book ?
“Hi,
What is your opinion on Courant’s introduction books on calculus ?
Thanks”
It’s a very nice book. But don’t use it as first calculus book, since it’s too difficult for that. It is very suitable as a second course though, if you enjoy the book.
Send me a PM, I might be able to help :)
“What is your goal? What kind of book do you want?”
I really want to understand the math behind quantum mechanics… :frown:
“Well, I’ll just have to buy another book then… :frown:”
What is your goal? What kind of book do you want?
Well, I’ll just have to buy another book then… :frown:
“I just ordered the book of Mary Boas. How does that compare with these books?”
It doesn’t compare at all with these books. They are very different. First of all, Boas does not cover single variable calculus. It starts with series and multivariable calculus. So it assumes you know integrals and derivatives already.
Second and most important, Boas is for physicists who don’t really care much about the underlying math. So if you want to know the math in detail, then Boas is not good. If you simply wish to use it as a tool, then Boas is truly an excellent resource.
Boas is a math methods for physics and engineering. It has less emphasis on theory, and goes over different subjects such as LA, DE’s, vector calc, basically everything an undergrad physics major will need. If you’re a physics major It will benefit you tremendously to work through it.
“Hmm interesting, of all those topics (it took me 2 semesters to get over them) the courses i took on the matter never talked about multi variable Taylor series, Laplace transform, or system of ODEs :c, maybe i should try to learn those on my own.
Also, about “vector calculus” section, does that mean Green’s, Gauss’ and Stokes’ theorem?
Very good, organized, and easy to read.
Cheers :D”
Yes, vector calculus is stuff like Stokes’ theorem.
Of course it is very likely that your courses did not cover everything of this. I don’t think it is really absolutely necessary to go back and learn them on your own (unless you enjoy learning this stuff of course, in which case: go ahead). If you ever meet one of those topics later, you can still go back and learn them.
Hmm interesting, of all those topics (it took me 2 semesters to get over them) the courses i took on the matter never talked about multi variable Taylor series, Laplace transform, or system of ODEs :c, maybe i should try to learn those on my own.
Also, about “vector calculus” section, does that mean Green’s, Gauss’ and Stokes’ theorem?
Very good, organized, and easy to read.
Cheers :D
The texts are just his recommendations. And it makes much more sense to introduce differentiation before integration.
“You seem to be presenting this as a “one true way”. ”
I don’t think I have said or implied anything remotely like that.
I will be learning calculus for the first time shortly and it’s nice to have a guide like this. Your posts are tremendously helpful for beginners like me, it is much appreciated!
Yes, very good! I will edit this in.
“Thanks a lot PWiz, I appreciate it. If you think I’ve missed something, please do tell!”
IMHO, “parametric equations” and “calculus in different coordinate systems” (or something along those lines) should be included in the post somewhere under the Multivariable section, but other than that, I think your post pretty much covers all the bases.
Thanks a lot PWiz, I appreciate it. If you think I’ve missed something, please do tell!
Nice one micromass! I’ve always thought about what this kind of list should constitute, and you’ve covered it really well. Before this, I was forced to say “you need Calc I, II, III and DEs to understand physics well” to my friends, but had a really hard time explaining the contents of each in detail. Well, I have a great reference now:woot:
Nice to see Keisler's "An infinitesimal approach to calculus" in the list. Great post.
Hi,What is your opinion on Courant's introduction books on calculus ? Thanks
Lest I be misunderstood in offering criticism, let me say thank you for doing this. It’s a meritorious effort and will be helpful to many, I’m sure. My impression regarding it being presented as the “one true way” came from these statements: The best calculus book is undoubtedly…. (highly controversial) So it is very beneficial to learn the nonstandard approach. (controversial at best) But I agree those are not representative of the whole piece. However, the impression I get is that you think these textbook suggestions are right for everybody. I’ve found that people have different styles and need different things. Some love examples, some hate them. Some need rigor and others prefer intuition. Some like exercises aplenty, and others prefer a few well-chosen problems. Some want an answer key and others find it too tempting and prefer it doesn’t exist. Some want their mathematics pure and others find it dry as dust if there isn’t real world motivation. It would help, I think, if you indicate who your recommendations are for. If you really think they’ll work for everybody, I’m suspicious.
You seem to be presenting this as a "one true way". For instance, you say differentiation is a prerequisite for learning integration. I'll note that Apostol does it the other way around, likely because historically that's the way it happened. Do you think that self-teaching from Apostol is a bad idea?I'm just thinking you might want to make the tone a bit more "here's one way to do it" than it is now. In any case, kudos on recommending free texts! That's certainly one thing Apostol's Calculus does not have going for it, regardless of how good it might be.
I'm afraid you posted a wrong link for the "Calculus in 3D: Geometry, vectors and multivariate calculus by Nitecki".This works better: http://www.tufts.edu/~znitecki/Hardcore2.pdf
I would like to share a recommendation: G.M. Fichtenholz "Differential and Integral Calculus". Fairly unpopular outside of the 'post-Soviet' countries, but it is among my personal favourites. A bit on the lengthy side, but it keeps a very approachable and 'eager to explain' tone just as easily when talking about basic differentiation and application of multi-variable functional series and transforms. Book genuinely 'feels' like a transcript from a very patient tutor. Plus it makes it a point to show worked-out examples to almost every single concept.It is also among the most complete resources when it comes for computational techniques, so if not for any other point it is still worth at least as a reference on solving problems.