First Year
Limits, differentiation rules, integration techniques, linear algebra, probability distributions.
Formal Limit Definition
The rigorous epsilon-delta definition of a limit.
Formal proofs of limits in analysis courses.
Prove lim[x→2] (2x+1) = 5: given ε, choose δ=ε/2
L'Hôpital's Rule
Evaluates indeterminate limits by differentiating numerator and denominator.
When substitution gives 0/0 or ∞/∞.
lim[x→0] sin(x)/x = lim[x→0] cos(x)/1 = 1
Trig Derivatives
Standard derivatives of the three main trigonometric functions.
Differentiating any expression containing sin, cos, or tan.
f(x) = 3sin x − 2cos x → f'(x) = 3cos x + 2sin x
Exponential & Logarithm Derivatives
Derivatives of exponential and natural log functions.
Differentiating growth/decay models, compound interest models.
f(x) = e^(2x) → f'(x) = 2e^(2x) (chain rule applied)
Implicit Differentiation
Finds dy/dx when y cannot be expressed explicitly as a function of x.
Equations like x² + y² = r² (circle), x³ + y³ = 6xy.
x² + y² = 25 → 2x + 2y(dy/dx) = 0 → dy/dx = −x/y
Trig Integrals
Standard antiderivatives of trig functions.
Integrating any expression containing trigonometric functions.
∫(sin x + 2cos x) dx = −cos x + 2sin x + C
Integration by Parts
Integrates the product of two functions.
Integrating products like x·eˣ, x·sin x, x·ln x.
∫x·eˣ dx: let u=x, dv=eˣ dx → xeˣ − ∫eˣ dx = xeˣ − eˣ + C
Integration by Substitution
Simplifies integrals by substituting a composite expression.
When you can identify an inner function whose derivative is also present.
∫2x(x²+1)⁵ dx: let u=x²+1, du=2x dx → ∫u⁵ du = u⁶/6 + C
Determinant (2×2)
Scalar value encoding whether a 2×2 matrix is invertible.
Solving systems, checking invertibility, finding areas of parallelograms.
det([3 2; 1 4]) = 12 − 2 = 10
Inverse (2×2 Matrix)
Finds the inverse of a 2×2 matrix.
Solving matrix equations Ax = b, or reversing a linear transformation.
A=[2 1; 5 3] → det=1 → A⁻¹=[3 −1; −5 2]
Eigenvalue Equation
Finds the scalars λ (eigenvalues) for which A has a special direction v.
Principal component analysis, differential equations, quantum mechanics.
A=[3 1; 0 2]: det([3−λ 1; 0 2−λ]) = (3−λ)(2−λ) = 0 → λ=3 or λ=2
Bayes' Theorem
Updates a probability estimate after receiving new evidence.
Medical testing, spam filters, any situation with conditional information.
P(disease|positive test) given test accuracy and disease prevalence
Standard Normal (Z-score)
Converts a raw score to standard deviations from the mean.
Any normal distribution problem — finding probabilities using Z-tables.
X=75, μ=60, σ=10: Z = (75−60)/10 = 1.5