Expected value
“Casinos stay profitable because the expected value tilts their way.”
The long-run average outcome, weighting each value by its probability.
Memory trick: Probability-weighted average.
Fundamentals
The core facts every aspirant should own — each a titled nugget with a real-world story, the concept in plain words, and a memory trick. Works even when the internet doesn't.
300 fundamentals
“Casinos stay profitable because the expected value tilts their way.”
The long-run average outcome, weighting each value by its probability.
Memory trick: Probability-weighted average.
“Factories use it to maximise profit within limited resources.”
Optimises a linear objective subject to linear constraints; the best value sits at a corner of the feasible region.
Memory trick: Optimum lives at a corner.
“Knock the first domino and set up the chain — they all fall.”
Prove a statement for n=1, then that truth at k implies truth at k+1.
Memory trick: Base case + inductive step.
“A modulus inequality carves out an interval on the number line.”
|x| < a means −a < x < a; |x| > a means x < −a or x > a.
Memory trick: '<' interval, '>' two rays.
“sin and cos repeat every 2π — the maths of anything cyclic.”
A function that repeats its values at regular intervals (period).
Memory trick: Repeats every period.
“It's a switch that reports only the direction, not the size.”
sgn(x) returns −1, 0 or +1 depending on the sign of x.
Memory trick: Reads the sign only.
“They turn stubborn products into friendly sums for integration.”
2sinA cosB = sin(A+B) + sin(A−B) and similar identities.
Memory trick: Product → sum.
“A quick way to bound any sine-plus-cosine expression.”
It ranges between −√(a²+b²) and +√(a²+b²).
√(a²+b²)
Memory trick: Amplitude = √(a²+b²).
“They let you climb down from an angle to its half.”
sin(θ/2), cos(θ/2) can be written using cosθ, halving the angle.
Memory trick: Express half-angle via cosθ.
“They sit like the numbers on a clock face around the origin.”
A non-zero complex number has exactly n distinct nth roots, evenly spaced on a circle.
Memory trick: n roots, equally spaced.
“Multiplying complex numbers adds their angles — a rotation.”
arg(z₁z₂) = arg z₁ + arg z₂.
Memory trick: Multiply → add angles.
“It blends steady steps with multiplying growth.”
Each term is a product of an AP term and a GP term.
Memory trick: AP × GP terms.
“Most of the middle collapses, so only the first and last survive.”
A series where consecutive terms cancel, leaving only the ends.
Memory trick: Split into differences.
“Average growth rates multiply, so their fair average is geometric.”
The GM of a and b is √(ab).
√(ab)
Memory trick: √(ab), not (a+b)/2.
“Seating friends around a round table fixes one and arranges the rest.”
n distinct objects arrange around a circle in (n−1)! ways.
(n−1)!
Memory trick: (n−1)! for a circle.
“Sometimes it's easier to count what you don't want and subtract.”
Restricted selections use complementary counting: total minus the unwanted cases.
Memory trick: Count the complement.
“Pascal's triangle builds itself, row by row.”
nCr + nC(r−1) = (n+1)Cr — each triangle entry is the sum of the two above.
Memory trick: Add the two above.
“One more term than the power — easy to remember.”
(a+b)^n has n+1 terms.
Memory trick: n+1 terms.
“A circle is the locus of points a fixed distance from a centre.”
The path traced by a point moving under a given condition.
Memory trick: Turn a condition into a curve.
“Zero enclosed area means they all lie on one line.”
Three points are collinear if the area of the triangle they form is zero.
Memory trick: Zero area → collinear.
“Read the centre and radius straight off the coefficients.”
x²+y²+2gx+2fy+c=0 has centre (−g,−f) and radius √(g²+f²−c).
Memory trick: Centre (−g,−f).
“Tangency is the knife-edge between missing and cutting through.”
A line touches a conic when it meets it in exactly one point (discriminant zero).
Memory trick: One intersection → tangent.
“The curve hugs its asymptotes ever more closely toward infinity.”
Straight lines the hyperbola approaches but never meets.
Memory trick: Approached, never touched.
“A gardener draws an ellipse with a loop of string around two pegs (foci).”
Two fixed points where the sum of distances to any point on the ellipse is constant.
Memory trick: Constant distance-sum.