Classification: Precision and Recall

In the realms of Data Science you’ll encounter sooner or the later the terms “Precision” and “Recall”. But what do they mean?

Clarification

Living together with little kids You very often run into classification issues:

My daughter really likes dogs, so seeing a dog is something positive. When she sees a normal dog e.g. a Labrador and proclaims: “Look, there is a dog!”

That’s a True Positive (TP) Continue reading “Classification: Precision and Recall”

The Normal Distribution

Diving deeper into data science I started to brush up my knowledge about math especially statistics.

The Mother of all Distributions

The normal distribution was formulated by Carl Friedrich Gauß in 18XX and can be implemented in Python like the following :

def normal_distribution(x, mu=0, sigma=1):
    sqrt_two_pi = math.sqrt(2*math.pi)
    return math.exp(-(x-mu)**2 / 2 / sigma**2) / sqrt_two_pi * sigma