Free module
Statistics for data science
Learn statistics for data science hands on: spread, probability, distributions, sampling, p-values and correlation, worked in Python notebooks.
The lessons
Each lesson is free to read in full. Create a free account to run its commands in a live lab and to sit its quizzes and tasks.
1 · Container lab
Mean, variance and standard deviation
I can summarise data with a centre and a spread.
Read the lesson2 · Container lab
Probability and conditional probability
I can work out the chance of an event.
Read the lesson3 · Container lab
Normal and binomial distributions
I can read a normal and a binomial distribution.
Read the lesson4 · Container lab
Sampling and confidence intervals
I can say how a sample estimates a population and how sure we are.
Read the lesson5 · Container lab
Hypothesis tests and p-values
I can test a claim and avoid the common mistakes.
Read the lesson6 · Container lab
Correlation is not causation
I can measure a relationship and not confuse it with a cause.
Read the lesson
Worked in a real lab
Every lesson of this module is worked in a lab started for you alone. The labs it uses:
Teaching a class? Set this module for your students with a teacher guide, marked assignments and a lab for every student.