If you want the full story in one book
Calculus Unraveled: Intuition, Proofs, Python
Calculus from intuition to proofs to code, with lots of exercises and accompanying video solutions.
Calculus
Change, accumulation, and approximation, by hand and in Python.
Calculus is the mathematics of change, and it sits underneath optimization, signal processing, and every gradient a neural network ever followed. These resources build intuition first, then the proofs, then the code.
Choose your starting point
Different ways into the same material. Any one of them is a complete start.
Everything on calculus
Courses, books, code, and free material in one list.
Master math by learning Python
Use Python as a tool for learning concepts and visualizations in mathematics.
Calculus Unraveled: Intuition, Proofs, Python
Calculus from intuition to proofs to code, with lots of exercises and accompanying video solutions.
Master calculus 1 using Python
Develop a deep understanding of and intuition for calculus. Solve problems and implement algorithms by hand and in Python. Includes a Python intro.
Master calculus 2 using Python
Extend your calculus skills with integration and numerical approximation.
Calculus exercise solutions on video
Video explanations of the exercises in Calculus Unraveled.
All the calculus code
Companion code for the courses and books on this page, ready to run and modify.
Nothing in this format yet.
Where calculus fits
← Comes before
Scientific coding
Python and MATLAB the way scientists actually use them.
Leads to →
Signal processing & neural time series
Filtering, Fourier, and multivariate methods for real time series.
Leads to →
Deep learning & LLMs
Build, train, and dissect neural networks and language models.