Intro to Statistics

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Free Online Course: Intro to Statistics provided by Udacity is a comprehensive online course, which lasts for 8 weeks long. The course is taught in English and is free of charge. Intro to Statistics is taught by Sebastian Thrun.

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.

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