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Linear Functions

Where this is used

A slope and a y-intercept — with just those two numbers you can describe almost any steady change in the world. How much fuel a car burns over a distance, an electricity bill (a base charge plus what you use), a prediction of how your weight will change: all of these are linear functions. Even linear regression, one of the first tools you meet in machine learning, is built on this same idea.

Start gently

The graph of a linear function is a straight line. The slope answers "when x goes up by 1, how much does y go up?" — the same steepness you read off a speed graph in primary school.

Key points

What a Linear Function Is

A function you can write in the form y = ax + b. The number a is called the slope, and b is called the y-intercept. Every time x goes up by 1, y changes by a.

What the Slope Tells You

The slope a is how much y changes when x increases by 1. On a graph it tells you how steep the line is. If a > 0 the line rises as you move right; if a < 0 it falls as you move right.

How to Draw the Graph

1) Plot the y-intercept at (0, b). 2) Use the slope a as your step to plot a second point. 3) Draw a straight line through the two points.

Finding the Equation from Two Points

For a line through the points (x₁, y₁) and (x₂, y₂), the slope is a = (y₂−y₁)/(x₂−x₁). Then substitute either point into y = ax + b to find b.

Feel It in an Electricity Bill

Say a plan charges a base fee of ¥1,000 plus ¥30 for every kWh. Using x kWh costs y = 30x + 1000. The slope is 30 (the price per unit) and the y-intercept is 1000 (the base fee you pay even at zero usage).

See it drawn

Change the slope and the line changes its steepness
xyy = 2x + 1y = 0.5x + 1y = −x + 1

All three have the same intercept, 1. They meet on the y-axis; only the slope differs.

Check yourself 10questions

Tap an option to check

Q1 In y = 3x − 2, what is y when x = 4?

Q2 What is the slope of y = 2x + 5?

Q3 Which equation has a slope of −3 and a y-intercept of 4?

Q4 What is the slope of the line through (2, 7) and (4, 13)?

Q5 Where does the graph of y = −2x + 6 cross the x-axis (the x-intercept)?

Q6 An electricity bill is given by y = 25x + 800, where x is the kWh used. What is the bill for 300 kWh?

Q7 At what x-coordinate do y = 4x + 2 and y = −x + 7 cross?

Q8 Which equation has a slope of 2 and passes through the point (1, 5)?

Q9 Which statement about y = −x + 4 is true?

Q10 A car travels at 60 km per hour. Which equation gives the distance y km after x hours?

Jobs that use this

Data Scientist $130k
Energy Consultant $95k
Financial Analyst $120k
Physicist / Research Scientist $85k

Data Scientist$130k

Uses linear regression — fitting the best straight line to data — to forecast sales and demand. It is one of the foundations of machine learning.

Maths used: Linear functionsStatisticsLinear algebraCalculus (derivatives)

Energy Consultant$95k

Graphs trends in electricity and gas use, then measures how much energy-saving changes actually save.

Maths used: Linear functionsStatisticsReading and analyzing graphs

Financial Analyst$120k

Analyzes trends in stock prices and economic indicators, and writes reports that guide investment decisions.

Maths used: Linear functionsStatisticsCalculus (derivatives)Probability

Physicist / Research Scientist$85k

Models physical phenomena such as motion at constant speed with linear functions, then checks those models against experimental data.

Maths used: Linear functionsCalculusVectorsStatistics

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