Stage 1 · 8–16 weeks Finished
Calculus & Linear Algebra
The language everything else is written in. Derivatives as linear maps, eigenvalues, inner products and quadratic forms come up on nearly every page later.
Resources
- bookLinear Algebra Done Right (free, 4th ed.)
Sheldon Axler - videoEssence of Linear Algebraoptional
3Blue1Brown
Watch once for intuition before or alongside Axler. - course18.06 Linear Algebraoptional
Gilbert Strang, MIT OCW - bookCalculus
Michael Spivak
Single-variable calculus done as real mathematics; a gentle on-ramp to proofs.
My notes from this stage
- Stage 1 is done Sep 18, 2026
- The spectral theorem, and my first real glimpse of curvature Sep 13, 2026
- Inner products put geometry back in Sep 8, 2026
- Eigenvectors are the directions a map refuses to turn Sep 2, 2026
- Determinants finally mean something Aug 27, 2026
- Linear maps come first; matrices are bookkeeping Aug 21, 2026
- Vector spaces without coordinates Aug 16, 2026
- Integrals, and why the fundamental theorem deserves the name Aug 10, 2026
- The mean value theorem does more work than it looks like Aug 4, 2026
- The derivative is the best linear approximation Jul 30, 2026
- The axiom that makes the real numbers worth having Jul 24, 2026
- Continuity, and a theorem that feels obvious until you try to prove it Jul 19, 2026
- Epsilon–delta, second attempt: it clicked Jul 14, 2026
- Epsilon and delta, first attempt (a failure) Jul 9, 2026
- Functions aren't formulas Jul 3, 2026
- What a proof is supposed to look like Jun 28, 2026
- Day one, and a promise I'm probably not qualified to make Jun 24, 2026