YoVDO

Intro to Statistics

Offered By: Stanford University via Udacity

Tags

Statistics & Probability Courses Data Visualization Courses Regression Analysis Courses Probability Courses Hypothesis Testing Courses Confidence Intervals Courses Normal Distribution Courses

Course Description

Overview

Statistics is about extracting meaning from data. In this class, we will introduce techniques for visualizing relationships in data and systematic techniques for understanding the relationships using mathematics.


Syllabus

  • Visualizing relationships in data
    • Seeing relationships in data.,Making predictions based on data.,Simpson's paradox.
  • Probability
    • Introduction to Probability.,Bayes Rule.,Correlation vs. Causation.
  • Estimation
    • Maximum Likelihood Estimation.,Mean, Median, Mode.,Standard Deviation and Variance.
  • Outliers and Normal Distribution.
    • Outliers, Quartiles.,Binomial Distribution.,Manipulating Normal Distribution.
  • Inference
    • Confidence Intervals.,Hypothesis Testing.
  • Regression
    • Linear regression.,Correlation.

Taught by

Sebastian Thrun

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