Introduction to Series
A series is the sum of the terms of a sequence. Two common types of series are arithmetic and geometric series.
Arithmetic Series
An arithmetic series is formed when the difference between consecutive terms in a sequence is constant.
2,5,8,11,14,...;(common difference,d=3)The sum of the first n terms of an arithmetic series is given by:
Sn=2n⋅(a+l)Where:
- n - number of terms;
- a - first term;
- l - last term.
Alternatively, if the last term l is not known:
Sn=2n⋅2a+(n−1)⋅dExample
Find the sum of the first 10 terms of the series 2,5,8,...
S10=210⋅(2+(10−1)⋅3)=5⋅(2+27)=145Geometric Series
A geometric series is formed when each term in the sequence is multiplied by a fixed ratio to get the next term.
3,6,12,24,48,...;(common ratio,r=2)The sum of the first n terms of a geometric series is given by:
Sn=a⋅1−r1−rn, r=1Where:
- a - first term;
- r - common ratio;
- n - number of terms.
If the series is infinite and ∣r∣<1:
S=1−raExample:
Find the sum of the first 4 terms of the series 3,6,12,24,...
S4=3⋅1−21−24=3⋅−11−16=3⋅15=45Real-World Applications
Arithmetic and geometric series have a wide range of applications in data science and beyond:
- Population growth: geometric series can model exponential growth in populations or resource use;
- Financial modeling: geometric series are used to calculate compound interest and investment returns;
- Revenue prediction: summing revenue across time periods or forecasting future earnings;
- Machine learning: some algorithms, such as gradient descent, involve summations that resemble arithmetic or geometric series.
1. What is the sum of the first 5 terms of the series 3,6,9,12,...?
2. a=1, r=0.5 and n=∞, what is the sum of the infinite geometric series?
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Introduction to Series
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A series is the sum of the terms of a sequence. Two common types of series are arithmetic and geometric series.
Arithmetic Series
An arithmetic series is formed when the difference between consecutive terms in a sequence is constant.
2,5,8,11,14,...;(common difference,d=3)The sum of the first n terms of an arithmetic series is given by:
Sn=2n⋅(a+l)Where:
- n - number of terms;
- a - first term;
- l - last term.
Alternatively, if the last term l is not known:
Sn=2n⋅2a+(n−1)⋅dExample
Find the sum of the first 10 terms of the series 2,5,8,...
S10=210⋅(2+(10−1)⋅3)=5⋅(2+27)=145Geometric Series
A geometric series is formed when each term in the sequence is multiplied by a fixed ratio to get the next term.
3,6,12,24,48,...;(common ratio,r=2)The sum of the first n terms of a geometric series is given by:
Sn=a⋅1−r1−rn, r=1Where:
- a - first term;
- r - common ratio;
- n - number of terms.
If the series is infinite and ∣r∣<1:
S=1−raExample:
Find the sum of the first 4 terms of the series 3,6,12,24,...
S4=3⋅1−21−24=3⋅−11−16=3⋅15=45Real-World Applications
Arithmetic and geometric series have a wide range of applications in data science and beyond:
- Population growth: geometric series can model exponential growth in populations or resource use;
- Financial modeling: geometric series are used to calculate compound interest and investment returns;
- Revenue prediction: summing revenue across time periods or forecasting future earnings;
- Machine learning: some algorithms, such as gradient descent, involve summations that resemble arithmetic or geometric series.
1. What is the sum of the first 5 terms of the series 3,6,9,12,...?
2. a=1, r=0.5 and n=∞, what is the sum of the infinite geometric series?
Obrigado pelo seu feedback!