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House Price Guesser

Master Linear Regression by Becoming a Real Estate Agent!

Welcome to Your New Career! ๐Ÿ’ผ

You're about to discover the magic of linear regressionโ€”without any scary math! You'll see houses plotted by size and price, then draw your own trend line. The computer will show you how close you got to the "perfect" regression line. Ready to guess some house prices?

How to Play:

1๏ธโƒฃ Look at the houses on the graph (size vs. price)

2๏ธโƒฃ Click twice to draw your best-fit line through the data

3๏ธโƒฃ Predict new house prices using your line

4๏ธโƒฃ Compare your line to the actual regression line

5๏ธโƒฃ Score points based on prediction accuracy!

Draw Your Best Line ๐Ÿ“ˆ

Click twice on the graph to draw a line that best fits the house data

Actual Houses
Your Line
10
Houses
Not drawn
Line Status

๐ŸŽ‰ Your Results Are In!

Let's see how your line compares to perfect linear regression

0%
--
Average Error
--
Your Slope
--
Best Slope

๐Ÿ’ก What You Just Learned

Congratulations! You just performed linear regression!

  • ๐Ÿ“Š Regression finds the line that minimizes prediction errors
  • ๐Ÿ“ˆ The slope shows how price changes with size
  • ๐ŸŽฏ Real algorithms use math to find the perfect line automatically
  • ๐Ÿ’ฐ Banks use this to value homes, businesses to forecast sales!