Introduction to Limits
A limit is a fundamental concept in calculus that describes the value a function approaches as its input nears a specific point. Limits form the basis for defining derivatives and integrals, making them essential in mathematical analysis and machine learning optimization.
Formal Definition & Notation
A limit represents the value that a function approaches as the input gets arbitrarily close to a point.
x→alimf(x)=LThis means that as x gets arbitrarily close to a where approaches L.
The function does not need to be defined at x=a for the limit to exist.
One-Sided & Two-Sided Limits
A limit can be approached from either side:
- Left-hand limit: approaching a from values smaller than a: x→a−limf(x)
- Right-hand limit: approaching a from values larger than a: x→a+limf(x)
- The limit exists only if both one-sided limits are equal: x→a−limf(x)=x→a+limf(x)
When Limits Fail to Exist
A limit does not exist in the following cases:
- Jump discontinuity:
x→a−limf(x)=x→a+limf(x)
- Example: a step function where the left and right limits are different.
- Infinite limit:
x→0limx21=∞
- The function grows unbounded.
- Oscillation:
x→0limsin(x1)
- The function fluctuates infinitely without settling to a single value.
Special Case – Limits at Infinity
When x approaches infinity, we analyze the end behavior of functions:
- Rational functions: x→∞limx1=0
- Polynomial growth: x→∞limxx2=∞
- Dominant term rule: x→∞limbxnaxm=⎩⎨⎧0, if m<n,ba, if m=n,±∞, if m>n.
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Introduction to Limits
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A limit is a fundamental concept in calculus that describes the value a function approaches as its input nears a specific point. Limits form the basis for defining derivatives and integrals, making them essential in mathematical analysis and machine learning optimization.
Formal Definition & Notation
A limit represents the value that a function approaches as the input gets arbitrarily close to a point.
x→alimf(x)=LThis means that as x gets arbitrarily close to a where approaches L.
The function does not need to be defined at x=a for the limit to exist.
One-Sided & Two-Sided Limits
A limit can be approached from either side:
- Left-hand limit: approaching a from values smaller than a: x→a−limf(x)
- Right-hand limit: approaching a from values larger than a: x→a+limf(x)
- The limit exists only if both one-sided limits are equal: x→a−limf(x)=x→a+limf(x)
When Limits Fail to Exist
A limit does not exist in the following cases:
- Jump discontinuity:
x→a−limf(x)=x→a+limf(x)
- Example: a step function where the left and right limits are different.
- Infinite limit:
x→0limx21=∞
- The function grows unbounded.
- Oscillation:
x→0limsin(x1)
- The function fluctuates infinitely without settling to a single value.
Special Case – Limits at Infinity
When x approaches infinity, we analyze the end behavior of functions:
- Rational functions: x→∞limx1=0
- Polynomial growth: x→∞limxx2=∞
- Dominant term rule: x→∞limbxnaxm=⎩⎨⎧0, if m<n,ba, if m=n,±∞, if m>n.
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