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⚡ Cheatsheet: Engineering Mathematics

Discrete Mathematics

Topic Formula
Logic \(p \to q \equiv \neg p \lor q \equiv \neg q \to \neg p\)
Sets $
Graphs $\sum deg(v) = 2 \times
Planar \(V - E + R = 2\)
Functions Injectives: \(P(n,m)\) (\(n \ge m\)). Surjectives: \(n^m - \binom{n}{1}(n-1)^m...\)
Poset Lattices must have unique LUB and GLB for every pair.

Linear Algebra

  • Rank: Number of linearly independent rows/cols. \(\rho(A) = \rho(A^T)\).
  • Determinant: Product of eigenvalues. Triangular matrix det = Product of diagonal.
  • Eigenvalues:
  • \(\sum \lambda_i = Trace(A)\).
  • \(\prod \lambda_i = det(A)\).
  • Eigenvalues of \(A^k\) are \(\lambda^k\).
  • Eigenvalues of \(A^{-1}\) are \(1/\lambda\).
  • Cayley-Hamilton: Every square matrix satisfies its own characteristic equation. \(A^n + c_{n-1}A^{n-1} ... + c_0 I = 0\).

Calculus

  • Limits: L'Hopital's Rule (if \(0/0\) or \(\infty/\infty\), differentiate Num/Denom).
  • Mean Value: \(\exists c \in (a,b)\) s.t. \(f'(c) = \frac{f(b)-f(a)}{b-a}\).
  • Maxima/Minima: \(f'(x)=0\). If \(f''(x) > 0\) (Min), if \(f''(x) < 0\) (Max).
  • Taylor Series: \(f(x) = f(a) + f'(a)(x-a) + \frac{f''(a)}{2!}(x-a)^2 + ...\)

Probability

  • Bayes: \(P(A|B) = \frac{P(B|A)P(A)}{P(B)}\).
  • Binomial: \(P(X=k) = \binom{n}{k} p^k (1-p)^{n-k}\). (Mean \(np\), Var \(npq\)).
  • Poisson: \(P(X=k) = \frac{e^{-\lambda} \lambda^k}{k!}\). (Mean \(\lambda\), Var \(\lambda\)).
  • Normal: PDF \(\frac{1}{\sqrt{2\pi}\sigma} e^{-\frac{1}{2}(\frac{x-\mu}{\sigma})^2}\).
  • Exponential: \(f(x) = \lambda e^{-\lambda x}\) (\(x \ge 0\)). (Mean \(1/\lambda\)).