Intro to Statistics (Udacity)

Intro to Statistics (Udacity)
Free Course
Categories
Effort
Certification
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This course does not require any previous knowledge of statistics. Basic familiarity with algebra such as knowing how to compute the mean, median and mode of a set of numbers will be helpful.
Misc

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

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MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

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.

This course will cover visualization, probability, regression and other topics that will help you learn the basic methods of understanding data with statistics.




Syllabus


LESSON 1

Visualizing relationships in data

Seeing relationships in data.

Making predictions based on data.

Simpson's paradox.


LESSON 2

Probability

Introduction to Probability.

Bayes Rule.

Correlation vs. Causation.


LESSON 3

Estimation

Maximum Likelihood Estimation.

Mean, Median, Mode.

Standard Deviation and Variance.


LESSON 4

Outliers and Normal Distribution.

Outliers, Quartiles.

Binomial Distribution.

Manipulating Normal Distribution.


LESSON 5

Inference

Confidence Intervals.

Hypothesis Testing.


LESSON 6

Regression

Linear regression.

Correlation.


LESSON 7

Final Exam



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MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Free Course
This course does not require any previous knowledge of statistics. Basic familiarity with algebra such as knowing how to compute the mean, median and mode of a set of numbers will be helpful.

MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.