// 01
Calculus 2
1 page
// 02
Linear Algebra
2 pages
// 03
Differential Equations
28 pages
Orientation
DE Terminology
Glossary of differential equations vocabulary — order, linearity, homogeneity, initial conditions, and more.
Orientation
ODE vs Data Fitting
When to model from first principles vs. fit a curve — understanding the distinction.
Orientation
Linear ODE Explainer
What makes an ODE linear — structure, superposition, and why it matters for solutions.
Strategy
ODE Solving Strategy
Decision tree for classifying and solving any ODE — separable, linear, exact, homogeneous, and more.
First Order
Separable Equations
Separating variables — the cleanest first-order technique when f(x) and g(y) factor apart.
First Order · Applications
Growth & Decay
Exponential models — population, radioactive decay, compound interest, RC discharge.
First Order · Applications
Cooling & Mixing
Newton's law of cooling and tank mixing problems as first-order linear ODEs.
First Order
Integrating Factors
Multiplying through by μ(x) to make a non-exact equation exact — derivation and method.
First Order
Exact Differentials
When M dx + N dy = 0 is exact, and how to find the potential function F(x,y).
First Order · Example
Exact Differentials — Example
Full worked example solving an exact differential equation from identification to solution.
First Order · Connections
Gradient, Conservative & Exact
How exact equations, conservative vector fields, and gradient fields are all the same idea.
First Order · Numerical
Euler's Method
Step-by-step numerical integration — building solutions one slope at a time.
First Order · Theory
Existence & Uniqueness — Nonlinear
When are solutions guaranteed? Picard's theorem and what breaks down for nonlinear equations.
Second Order · Foundations
First & Second Order — Deep Dive
Foundational first-principles treatment connecting first and second-order ODE theory.
Second Order
Second-Order ODEs
Complete treatment of 2nd-order linear ODEs — structure, solution space, and all root cases.
Second Order · Foundation
Euler's Formula
e^(iθ) = cos θ + i sin θ — derivation, geometric meaning, and how it powers complex root solutions.
Second Order
Constant Coefficient Homogeneous
The characteristic equation — real distinct, repeated, and complex roots, all three cases.
Second Order · Example
Distinct Real Roots — Step by Step
Full worked solution for the distinct real roots case from characteristic equation to general solution.
Second Order · Proofs
ODE Roots — Proofs
Rigorous derivations showing why the three root cases produce the solution forms they do.
Second Order · Principle
Superposition
Why linear ODEs allow solution sums — the superposition principle derived from linearity.
Nonhomogeneous
Nonhomogeneous ODEs — Unified
y = y_h + y_p — the structure of nonhomogeneous solutions and how the pieces fit together.
Advanced Technique
Reduction of Order
Given one solution y₁, find y₂ by substituting y = v(x)y₁ — reducing order by one.
Advanced Technique
Wronskian & Cramer's Rule
The Wronskian as a determinant of independence — connecting ODEs to linear algebra via Cramer's rule.
Advanced Technique
Variation of Parameters
Finding y_p when undetermined coefficients fails — the general method using Wronskian integrals.
Advanced Technique
Cauchy–Euler Equations
The variable-coefficient ODE ax²y″ + bxy′ + cy = 0 — substitution x = eᵗ and the characteristic equation.
Reference
Homogeneous Linear ODEs
Homogeneous linear ODE structure and Wronskian — consolidated reference.
Reference
ODE Unified
Consolidated view connecting first-order, second-order, and systems of ODEs.
Systems
Homogeneous Systems
Systems of first-order linear ODEs — eigenvalue method and phase-plane geometry.
Systems
Linear Systems — Intuition
Geometric and physical intuition for linear ODE systems — what eigenvalues tell you about trajectories.
// 04
Vector Calculus
5 pages
Technique
Parameterization
How to parameterize curves, surfaces, and regions for line and surface integrals.
Geometry
Surface Normals & Orientation
Right-hand rule, outward normals, and why orientation matters for Stokes and Divergence.
Theorems
Green's Theorem
Boundary vs. interior — circulation, curl, and the 2D version of Stokes' theorem.
Theorems
Stokes' Theorem
Surface integrals of curl = boundary line integral. Green's theorem in 3D.
Theorems
Divergence Theorem
Flux through a closed surface = divergence integrated over the enclosed volume.
// 05
Electromagnetics
20 pages
Constants
EM Constants & Equations
Quick-reference table of physical constants and the equations that use them.
Units
EM Units
SI unit reference for all electromagnetic quantities — field, flux, potential, and more.
Units · Explainer
EM Units Explainer
Intuitive breakdown of why the units work out — dimensional analysis for EM.
Electrostatics
Electric Field Energy
Energy stored in electric fields — capacitors, energy density, and u = ½ε₀E².
Electrostatics
Voltage Explained
What voltage actually is — electric potential, work, and the analogy to gravitational PE.
Electrostatics · Deep Dive
Electric Potential — Complete
Full treatment of electric potential: definition, calculation, and relation to E-field.
Capacitance
Capacitance
Parallel plates, spherical, cylindrical — deriving capacitance from geometry.
Circuit Laws
Kirchhoff's Rules
KVL and KCL from energy conservation and charge conservation — applied to circuits.
Circuit Laws
Series & Parallel
Resistance, capacitance, and inductance combinations — rules and intuition.
Circuit Laws
Parallel Resistance
Why 1/R_total = 1/R₁ + 1/R₂ — deriving the parallel formula from current splitting.
Dynamic Circuits
RC Circuits
Charging and discharging — the ODE behind RC circuits and the time constant τ = RC.
Magnetism
Magnetic Forces & Fields
Lorentz force, Biot-Savart, Ampere's law — the sources and forces of magnetic fields.
Magnetism
Magnetic Fields
Sources of magnetic fields — Biot-Savart, Ampere's law, and field configurations for wires, loops, and solenoids.
Magnetism
Magnetic Circular Motion
Charged particles in magnetic fields — cyclotron motion, radius, and frequency.
Magnetism
Magnetic Particle
Single-particle trajectory in combined E and B fields — drift, helical paths.
Magnetism · Flux
Magnetic Flux — Examples
Worked examples computing magnetic flux — flat surfaces, tilted planes, and parameterized surface integrals.
Induction
Electromagnetic Induction
Faraday's law, Lenz's law, and motional EMF — how changing flux drives current.
Induction · Connections
Magnetism & Relativity
How magnetism emerges from electrostatics and special relativity — length contraction, charge density, and why B and E are the same field viewed from different frames.
Reference
EM Reference — Part 1
Core EM equations, Maxwell's laws, and field relationships — Part 1.
Reference
EM Reference — Part 2
Waves, boundary conditions, Poynting vector, and radiation — Part 2.
// 06
Watchmaking
2 pages
History
Timekeeping History
The history of mechanical timekeeping — from sundials and escapements to the marine chronometer and modern horology.
Engineering
Quartz Watch Engineering
How a quartz oscillator keeps time — piezoelectric resonance, frequency division, and the electronics inside a quartz movement.
// 07
Projects
// Status
Under Construction
RF systems, embedded hardware, and ML builds — coming soon.