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

Concepts356

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

Euler's Theorem

Eulerโ€™s Theorem says that if a and n are coprime, then a raised to the power ฯ†(n) is congruent to 1 modulo n.

#euler totient#euler theorem#modular exponentiation+12
โˆ‘MathIntermediate

Fermat's Little Theorem

Fermat's Little Theorem says that for a prime p and integer a not divisible by p, a^{p-1} โ‰ก 1 (mod p).

#fermat's little theorem#modular inverse
1920212223
Advanced
#binary exponentiation
+11
โˆ‘MathIntermediate

Fast Exponentiation

Fast exponentiation (binary exponentiation) computes a^n using repeated squaring in O(log n) multiplications.

#binary exponentiation#fast power#modular exponentiation+11
โˆ‘MathIntermediate

Chinese Remainder Theorem

The Chinese Remainder Theorem (CRT) reconstructs an integer from its remainders modulo pairwise coprime moduli and guarantees a unique answer modulo the product.

#chinese remainder theorem#crt#modular arithmetic+12
โˆ‘MathIntermediate

Linear Sieve

The linear sieve builds all primes up to n in O(n) time by ensuring each composite is marked exactly once by its smallest prime factor (SPF).

#linear sieve#smallest prime factor#spf+12
โˆ‘MathIntermediate

Prime Factorization

Prime factorization expresses any integer greater than 1 as a product of primes raised to powers, uniquely up to ordering.

#prime factorization#trial division#spf sieve+12
โˆ‘MathIntermediate

Extended Euclidean Algorithm

The Extended Euclidean Algorithm finds integers x and y such that ax + by = gcd(a, b) while also computing gcd(a, b).

#extended euclidean algorithm#bezout coefficients#gcd+12
โˆ‘MathIntermediate

Sieve of Eratosthenes

The Sieve of Eratosthenes marks multiples of each prime to find all primes up to n in O(n log log n) time.

#sieve of eratosthenes#segmented sieve#linear sieve+11
โˆ‘MathIntermediate

GCD and Euclidean Algorithm

The greatest common divisor (gcd) of two integers is the largest integer that divides both without a remainder.

#gcd#euclidean algorithm#extended euclidean+12
โš™๏ธAlgorithmIntermediate

Randomized Algorithms

Randomized algorithms use coin flips (random bits) to guide choices, often making code simpler and fast on average.

#randomized algorithms#las vegas#monte carlo+12
โš™๏ธAlgorithmIntermediate

Matrix Exponentiation

Matrix exponentiation turns repeated linear transitions into a single fast power of a matrix using exponentiation by squaring.

#matrix exponentiation#binary exponentiation#companion matrix+11
โš™๏ธAlgorithmIntermediate

Small-to-Large Merging

Small-to-large merging is a technique where you always merge the smaller container into the larger one to guarantee low total work.

#small-to-large merging#dsu on tree#sack technique+11