Introduction to Integrals
Integration is a fundamental concept in calculus that represents the total accumulation of a quantity, such as the area under a curve. It is essential in data science for calculating probability distributions, cumulative values, and optimization.
Basic Integral
The basic integral of a power function follows this rule:
β«Cxndx=C(n+1xn+1β)+CWhere:
- C is a constant;
- nξ =β1;
- ...+C represents an arbitrary constant of integration.
Key idea: if differentiation reduces the power of x, integration increases it.
Common Integral Rules
Power Rule for Integration
This rule helps integrate any polynomial expression:
β«xndx=n+1xn+1β+C,Β nξ =β1For example, if n=2:
β«x2dx=3x3β+CExponential Rule
The integral of the exponential function ex is unique because it remains the same after integration:
β«exdx=ex+CBut if we have an exponent with a coefficient, we use another rule:
β«eaxdx=a1βeax+C,Β aξ =0For example, if a=2:
β«e2xdx=2e2xβ+CTrigonometric Integrals
Sine and cosine functions also follow straightforward integration rules:
β«sin(x)dx=βcos(x)+Cβ«cos(x)dx=sin(x)+CDefinite Integrals
Unlike indefinite integrals, which include an arbitrary constant C, definite integrals evaluate a function between two limits a and b:
β«abβf(x)dx=F(b)βF(a)Where F(x) is the antiderivative of f(x).
For example, if f(x)=2x, a=0 and b=2:
β«02β2xΒ dx=[x2]=4β0=4This means the area under the curve y=2x from x=0 to x=2 is 4.
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Introduction to Integrals
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Integration is a fundamental concept in calculus that represents the total accumulation of a quantity, such as the area under a curve. It is essential in data science for calculating probability distributions, cumulative values, and optimization.
Basic Integral
The basic integral of a power function follows this rule:
β«Cxndx=C(n+1xn+1β)+CWhere:
- C is a constant;
- nξ =β1;
- ...+C represents an arbitrary constant of integration.
Key idea: if differentiation reduces the power of x, integration increases it.
Common Integral Rules
Power Rule for Integration
This rule helps integrate any polynomial expression:
β«xndx=n+1xn+1β+C,Β nξ =β1For example, if n=2:
β«x2dx=3x3β+CExponential Rule
The integral of the exponential function ex is unique because it remains the same after integration:
β«exdx=ex+CBut if we have an exponent with a coefficient, we use another rule:
β«eaxdx=a1βeax+C,Β aξ =0For example, if a=2:
β«e2xdx=2e2xβ+CTrigonometric Integrals
Sine and cosine functions also follow straightforward integration rules:
β«sin(x)dx=βcos(x)+Cβ«cos(x)dx=sin(x)+CDefinite Integrals
Unlike indefinite integrals, which include an arbitrary constant C, definite integrals evaluate a function between two limits a and b:
β«abβf(x)dx=F(b)βF(a)Where F(x) is the antiderivative of f(x).
For example, if f(x)=2x, a=0 and b=2:
β«02β2xΒ dx=[x2]=4β0=4This means the area under the curve y=2x from x=0 to x=2 is 4.
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