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.
xβalimβf(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: xβaβlimβf(x)
- Right-hand limit: approaching a from values larger than a: xβa+limβf(x)
- The limit exists only if both one-sided limits are equal: xβaβlimβf(x)=xβa+limβf(x)
When Limits Fail to Exist
A limit does not exist in the following cases:
- Jump discontinuity:
xβaβlimβf(x)ξ =xβa+limβf(x)
- Example: a step function where the left and right limits are different.
- Infinite limit:
xβ0limβx21β=β
- The function grows unbounded.
- Oscillation:
xβ0limβsin(x1β)
- The function fluctuates infinitely without settling to a single value.
Special Case β Limits at Infinity
When x approaches infinity, we analyze the end behavior of functions:
- Rational functions: xββlimβx1β=0
- Polynomial growth: xββlimβxx2β=β
- Dominant term rule: xββlimβbxnaxmβ=β©β¨β§β0,Β ifΒ m<n,baβ,Β ifΒ m=n,Β±β,Β ifΒ m>n.β
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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.
xβalimβf(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: xβaβlimβf(x)
- Right-hand limit: approaching a from values larger than a: xβa+limβf(x)
- The limit exists only if both one-sided limits are equal: xβaβlimβf(x)=xβa+limβf(x)
When Limits Fail to Exist
A limit does not exist in the following cases:
- Jump discontinuity:
xβaβlimβf(x)ξ =xβa+limβf(x)
- Example: a step function where the left and right limits are different.
- Infinite limit:
xβ0limβx21β=β
- The function grows unbounded.
- Oscillation:
xβ0limβsin(x1β)
- The function fluctuates infinitely without settling to a single value.
Special Case β Limits at Infinity
When x approaches infinity, we analyze the end behavior of functions:
- Rational functions: xββlimβx1β=0
- Polynomial growth: xββlimβxx2β=β
- Dominant term rule: xββlimβbxnaxmβ=β©β¨β§β0,Β ifΒ m<n,baβ,Β ifΒ m=n,Β±β,Β ifΒ m>n.β
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