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== Arithmetic Operators == * Addition (+) ** Adds two quantities together. *** Basic arithmetic, summing values. * Subtraction (-) ** Subtracts one quantity from another. *** Basic arithmetic, finding the difference between values. * Multiplication (*) ** Multiplies two quantities together. *** Repeated addition, scaling, area calculation. * Division (/) ** Divides one quantity by another. *** Sharing equally, finding rates, calculating proportions. * Exponentiation (^ or **) ** Raises a base to a power. *** Compound interest, growth/decay, geometric progression. * Modulus (%) ** Finds the remainder of a division operation. *** Determining divisibility, cyclic patterns, hashing algorithms. * Floor Division (//) ** Divides one quantity by another, rounding down to the nearest integer. *** Integer division, partitioning, array indexing in programming languages. == Relational Operators == * Equality (==) ** Checks if two quantities are equal. *** Comparison, conditional statements, database queries. * Inequality (!=) ** Checks if two quantities are not equal. *** Comparison, conditional statements, filtering data. * Greater Than (>) ** Determines if one quantity is greater than another. *** Ranking, sorting, conditional statements. * Less Than (<) ** Determines if one quantity is less than another. *** Ranking, sorting, conditional statements. * Greater Than or Equal To (>=) ** Determines if one quantity is greater than or equal to another. *** Ranking, sorting, conditional statements. * Less Than or Equal To (<=) ** Determines if one quantity is less than or equal to another. *** Ranking, sorting, conditional statements. == Logical Operators == * AND (&&) ** Returns true if both conditions are true. *** Conditional statements, filtering data. * OR (||) ** Returns true if at least one condition is true. *** Conditional statements, filtering data. * NOT (!) ** Negates the value of a condition. *** Conditional statements, filtering data. == Set Theory Operators == * Union (βͺ) ** Combines two sets into one, containing all unique elements. *** Set operations, combining data sets. * Intersection (β©) ** Finds the common elements between two sets. *** Set operations, filtering data. * Complement (') ** Contains all elements not in a given set. *** Set operations, filtering data. * Subset (β) ** Checks if all elements of one set are in another set. *** Set operations, subset testing. * Superset (β) ** Checks if one set contains all elements of another set. *** Set operations, superset testing. * Empty Set (β ) ** A set containing no elements. *** Placeholder, indicating absence of data. * Set Difference (-) ** Contains elements in one set but not in another. *** Set operations, data comparison. == [[Vector and Matrix Operators]] == * Dot Product (Β· or β ) ** Multiplies corresponding components of two vectors and sums the results. *** Finding angles between vectors, projection calculations. * Cross Product (Γ or β¨―) ** Produces a vector perpendicular to two given vectors. *** Determining orientations, calculating torque. * Matrix Multiplication (*) ** Multiplies corresponding elements of two matrices and sums the results. *** Transformations, solving systems of equations. * Transpose (T or ') ** Swaps the rows and columns of a matrix. *** Matrix manipulation, solving linear equations. * Determinant (det) ** Scalar value that can be computed from the elements of a square matrix. *** Volume scaling factor in linear transformations. * Inverse (β»ΒΉ) ** Matrix that, when multiplied by the original matrix, results in the identity matrix. *** Solving systems of linear equations, finding inverses. * Trace (Tr) ** Sum of the elements on the main diagonal of a square matrix. *** Characteristic polynomial, calculating exponentials of matrices. * Adjoint (adj) ** Matrix obtained by taking the transpose of the cofactor matrix of a given square matrix. *** Finding inverses of matrices, solving systems of linear equations. * Kronecker Product (β) ** Produces a block matrix from two given matrices. *** Quantum mechanics, signal processing, and image processing. == Calculus Operators == * Derivative (d/dx or β/βx) ** Measures the rate at which a quantity changes with respect to another. *** Rate of change, optimization, slope of curves. * Integral (β«) ** Computes the area under a curve. *** Accumulation of quantities, probability density functions. * Gradient (grad or β) ** Vector that points in the direction of the greatest rate of increase of a scalar field. *** Optimization, direction of steepest ascent. * Laplacian (βΒ²) ** Scalar operator that measures the divergence of the gradient of a scalar field. *** Heat flow, diffusion equations. * Divergence (div) ** Measures the extent to which a vector field diverges from or converges towards a point. *** Fluid flow, flux of a vector field. * Curl (curl) ** Measures the rotation of a vector field. *** Fluid dynamics, electromagnetic fields. * Partial Differential (βΒ²/βxΒ²) ** Derivative with respect to multiple independent variables. *** Heat conduction, wave equations. * Limit (lim) ** Describes the behavior of a function as its input approaches a certain value. *** Continuity, asymptotic behavior. * Taylor Series Expansion ** Representation of a function as an infinite sum of terms. *** Approximation of functions, numerical analysis. == Trigonometric Operators == * Sine (sin) ** Ratio of the length of the side opposite an angle to the length of the hypotenuse. *** Modeling periodic phenomena, waveforms. * Cosine (cos) ** Ratio of the length of the adjacent side to the length of the hypotenuse. *** Modeling periodic phenomena, oscillations. * Tangent (tan) ** Ratio of the length of the side opposite an angle to the length of the side adjacent to the angle. *** Slope of lines, angular velocity. * Secant (sec) ** Reciprocal of the cosine function. *** Light rays, sound waves. * Cosecant (csc) ** Reciprocal of the sine function. *** Antennas, vibrations. * Cotangent (cot) ** Reciprocal of the tangent function. *** Electrical circuits, mechanical systems. * Arcsine (arcsin) ** Inverse of the sine function. *** Solving trigonometric equations, calculating angles. * Arccosine (arccos) ** Inverse of the cosine function. *** Solving trigonometric equations, calculating angles. * Arctangent (arctan) ** Inverse of the tangent function. *** Solving trigonometric equations, calculating angles. * Hyperbolic Sine (sinh) ** Analog of the trigonometric sine function for hyperbolic functions. *** Modeling exponential growth, catenary curves. * Hyperbolic Cosine (cosh) ** Analog of the trigonometric cosine function for hyperbolic functions. *** Modeling exponential growth, catenary curves. * Hyperbolic Tangent (tanh) ** Analog of the trigonometric tangent function for hyperbolic functions. *** Modeling logistic growth, saturation phenomena. * Inverse Hyperbolic Sine (arsinh) ** Inverse of the hyperbolic sine function. *** Solving hyperbolic equations, calculating areas. * Inverse Hyperbolic Cosine (arcosh) ** Inverse of the hyperbolic cosine function. *** Solving hyperbolic equations, calculating areas. * Inverse Hyperbolic Tangent (artanh) ** Inverse of the hyperbolic tangent function. *** Solving hyperbolic equations, calculating areas. == Probability and Statistics Operators == * Expected Value (E) ** Mean value of a random variable. *** Estimating outcomes, decision-making. * Variance (Var) ** Measure of how spread out the values in a data set are around the mean. *** Assessing risk, quantifying variability. * Standard Deviation (Ο or SD) ** Square root of the variance. *** Measuring dispersion, error bars in plots. * Probability (P) ** Measure of the likelihood of an event occurring. *** Assessing uncertainty, predicting outcomes. * Conditional Probability (P(A|B)) ** Probability of event A occurring given that event B has already occurred. *** Bayesian inference, probability trees. * Joint Probability (P(A β© B)) ** Probability of both events A and B occurring simultaneously. *** Probability distribution functions, contingency tables. * Marginal Probability (P(A)) ** Probability of a single event occurring regardless of other events. *** Summing joint probabilities, independence testing. * Cumulative Distribution Function (CDF) ** Function that maps the probability of a random variable being less than or equal to a certain value. *** Probability distribution functions, hypothesis testing. * Probability Density Function (PDF) ** Function that describes the likelihood of a random variable taking on a particular value. *** Modeling continuous random variables, integration. * Covariance ** Measure of the joint variability of two random variables. *** Assessing correlation, portfolio management. * Correlation ** Measure of the strength and direction of the relationship between two random variables. *** Analyzing relationships, predictive modeling. == Number Theory Operators == * Greatest Common Divisor (gcd) ** Largest positive integer that divides each of the integers. *** Simplifying fractions, reducing fractions to lowest terms. * Least Common Multiple (lcm) ** Smallest positive integer that is divisible by each of the integers. *** Finding common multiples, adding fractions with unlike denominators. * Prime Counting Function (Ο) ** Count of the number of prime numbers less than or equal to a given number. *** Analyzing distribution of primes, cryptography. * Euler's Totient Function (Ο) ** Count of the positive integers less than n that are coprime to n. *** Cryptography, number theory algorithms. * Mobius Function (ΞΌ) ** Arithmetic function defined on the positive integers. *** Analyzing number theory functions, combinatorics. == Special Functions == * Gamma Function (Ξ) ** Generalization of the factorial function to complex numbers. *** Analyzing divergent series, statistical distributions. * Beta Function (B) ** Function defined by an integral. *** Statistical distributions, probability density functions. * Riemann Zeta Function (ΞΆ) ** Analytic function that generalizes the sum of the infinite series. *** Analyzing prime numbers, number theory. * Bessel Functions (J, Y, I, K) ** Solutions to Bessel's differential equation. *** Modeling oscillations, heat conduction. * Legendre Polynomials (P) ** Orthogonal polynomials that arise in the solution of Laplace's equation. *** Quantum mechanics, celestial mechanics. * Hermite Polynomials (H) ** Orthogonal polynomials that arise in the solution of the quantum harmonic oscillator. *** Quantum mechanics, statistical mechanics. * Laguerre Polynomials (L) ** Orthogonal polynomials that arise in the solution of the quantum hydrogen atom. *** Quantum mechanics, atomic physics. == Matrix Decomposition == * Singular Value Decomposition (SVD) ** Decomposes a matrix into singular vectors and singular values. *** Dimensionality reduction, image compression. * Eigenvalue Decomposition ** Decomposes a matrix into eigenvectors and eigenvalues. *** Stability analysis, systems of ordinary differential equations. * QR Decomposition ** Decomposes a matrix into an orthogonal matrix and an upper triangular matrix. *** Solving linear least squares problems, numerical stability. * Cholesky Decomposition ** Decomposes a symmetric positive definite matrix into the product of a lower triangular matrix and its conjugate transpose. *** Solving linear systems, generating correlated random variables. * LU Decomposition ** Decomposes a matrix into the product of a lower triangular matrix and an upper triangular matrix. *** Solving linear systems, matrix inversion. * Schur Decomposition ** Decomposes a matrix into a unitary matrix and an upper triangular matrix. *** Solving linear systems, stability analysis. * Jordan Normal Form ** Canonical form of a matrix under a similarity transformation. *** Stability analysis, solving systems of linear differential equations. == Other Mathematical Operators == * Summation (β) ** Adds up a sequence of numbers. *** Finding totals, calculating areas under curves. * Product (β) ** Multiplies a sequence of numbers. *** Finding products, calculating volumes of irregular shapes. * Integral with Limits (β«βα΅) ** Computes the area under a curve between two points. *** Finding areas, computing volumes, calculating work. * Partial Derivative (β) ** Derivative of a function of several variables with respect to one variable, holding others constant. *** Multivariable calculus, optimization. * Infimum (inf) ** Greatest lower bound of a set. *** Optimization, analysis of functions. * Supremum (sup) ** Least upper bound of a set. *** Optimization, analysis of functions. * Absolute Value (|x|) ** Distance of a number from zero. *** Distance calculations, finding magnitudes. * Factorial (!) ** Product of all positive integers less than or equal to a given number. *** Counting permutations, combinations. * Round (round) ** Rounds a number to the nearest integer. *** Approximation, formatting numbers. * Logarithm (log) ** Inverse operation to exponentiation. *** Scaling, orders of magnitude, solving exponential equations. * Greatest Integer Function (βxβ) ** Greatest integer less than or equal to a given number. *** Floor function, truncating decimals. * Ceiling Function (βxβ) ** Smallest integer greater than or equal to a given number. *** Ceiling function, rounding up. * Signum Function (sgn) ** Returns the sign of a number. *** Determining direction, characterizing solutions.
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