Intro to Statistics

Udacity
Online

Free

Important information

  • Course
  • Online
  • When:
    Flexible
Description

Get ready to analyze, visualize, and interpret data! Thought-provoking examples and chances to combine statistics and programming will keep you engaged and challenged.

Important information
Venues

Where and when

Starts Location
Flexible
Online

What you'll learn on the course

Statistics
Mathematics
GCSE Mathematics
Probability
Data

Course programme

Lesson 1: Visualizing relationships in data

Seeing relationships in data and predicting based on them; Simpson's paradox

Lesson 2: Probability

Probability; Bayes Rule; Correlation vs. Causation

Lesson 3: Estimation

Maximum Likelihood Estimation; Mean, Median, Mode; Standard Deviation, Variance

Lesson 4: Outliers and Normal Distribution

Outliers, Quartiles; Binomial Distribution; Central Limit Theorem; Manipulating Normal Distribution

Lesson 5: Inference

Confidence intervals; Hypothesis Testing

Lesson 6: Regression

Linear regression; correlation

Lesson 7: Final Exam