12. Quiz: Choose Layers of Separation
Separating Data
Say you want to separate two types of image data: images of bikes and of cars. You look at the color of each image and the apparent size of the vehicle in it and plot the data on a graph. Given the following points (pink dots are bikes and blue are cars), how would you choose to separate this data?
SOLUTION:
DLayers of Separation
What if the data looked like this?
You could combine two different lines of separation! You could even plot a curved line to separate the blue dots from the pink, and this is what machine learning learns to do — to choose the best algorithm to separate any given data.