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How I Study AI - Learn AI Papers & Lectures the Easy Way

Concepts98

Groups

๐Ÿ“Linear Algebra15๐Ÿ“ˆCalculus & Differentiation10๐ŸŽฏOptimization14๐ŸŽฒProbability Theory12๐Ÿ“ŠStatistics for ML9๐Ÿ“กInformation Theory10๐Ÿ”บConvex Optimization7๐Ÿ”ขNumerical Methods6๐Ÿ•ธGraph Theory for Deep Learning6๐Ÿ”ตTopology for ML5๐ŸŒDifferential Geometry6โˆžMeasure Theory & Functional Analysis6๐ŸŽฐRandom Matrix Theory5๐ŸŒŠFourier Analysis & Signal Processing9๐ŸŽฐSampling & Monte Carlo Methods10๐Ÿง Deep Learning Theory12๐Ÿ›ก๏ธRegularization Theory11๐Ÿ‘๏ธAttention & Transformer Theory10๐ŸŽจGenerative Model Theory11๐Ÿ”ฎRepresentation Learning10๐ŸŽฎReinforcement Learning Mathematics9๐Ÿ”„Variational Methods8๐Ÿ“‰Loss Functions & Objectives10โฑ๏ธSequence & Temporal Models8๐Ÿ’ŽGeometric Deep Learning8

Category

๐Ÿ”ทAllโˆ‘Mathโš™๏ธAlgo๐Ÿ—‚๏ธDS๐Ÿ“šTheory

Level

AllBeginnerIntermediate
โˆ‘MathIntermediate

Derangements

A derangement is a permutation with no element left in its original position, often written as !n or D(n).

#derangement#subfactorial#inclusion-exclusion+11
โˆ‘MathIntermediate

Lucas' Theorem

Lucas' Theorem lets you compute C(n, k) modulo a prime p by working digit-by-digit in base p.

#lucas theorem#binomial coefficient modulo p
56789
Advanced
#prime power modulus
+12
โˆ‘MathIntermediate

Inclusion-Exclusion Principle

The Inclusion-Exclusion Principle (IEP) corrects overcounting by alternately adding and subtracting sizes of intersections of sets.

#inclusion-exclusion#derangements#surjections+12
โˆ‘MathIntermediate

Linear Diophantine Equations

A linear Diophantine equation ax + by = c has integer solutions if and only if gcd(a, b) divides c.

#linear diophantine#extended euclidean algorithm#gcd+12
โˆ‘MathIntermediate

Binomial Theorem and Identities

The binomial theorem expands (x + y)^n into a sum of terms using binomial coefficients that count how many ways to choose k items from n.

#binomial theorem#binomial coefficient#pascal's triangle+12
โˆ‘MathIntermediate

Stars and Bars

Stars and Bars counts the ways to distribute n identical items into k distinct bins using combinations.

#stars and bars#combinatorics#binomial coefficient+12
โˆ‘MathIntermediate

Miller-Rabin Primality Test

Millerโ€“Rabin is a fast primality test that uses modular exponentiation to detect compositeness with very high reliability.

#miller-rabin#primality test#probable prime+11
โˆ‘MathIntermediate

Permutations and Combinations

Permutations count ordered selections, while combinations count unordered selections.

#permutations#combinations#binomial coefficient+12
โˆ‘MathIntermediate

Multiplicative Functions

A multiplicative function is an arithmetic function f with f(mn) = f(m)f(n) whenever gcd(m, n) = 1.

#multiplicative function#dirichlet convolution#mobius function+12
โˆ‘MathIntermediate

Euler's Totient Function

Euler's Totient Function ฯ†(n) counts how many integers from 1 to n are coprime with n.

#euler totient#phi function#coprime count+12
โˆ‘MathIntermediate

Modular Arithmetic Basics

Modular arithmetic is arithmetic with wrap-around at a fixed modulus m, like numbers on a clock.

#modular arithmetic#mod#modulo c+++12
โˆ‘MathIntermediate

Modular Inverse

A modular inverse of a modulo m is a number a_inv such that a ร— a_inv โ‰ก 1 (mod m).

#modular inverse#extended euclidean algorithm#fermats little theorem+12