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This course is a broad treatment of statistics, concentrating on specific statistical techniques used in science and industry.
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English [CC]
FREE
- Learn basic syntax that can apply to any language.
- Learn what is a programming language and the basic concepts for beginners.
- Understand what is Javascript in it's truest form.
- Know the basic syntax of Javascript.
- Know some hidden quirks in Javascript.
Description
Topics include: hypothesis testing and estimation, confidence intervals, chi-square tests, nonparametric statistics, analysis of variance, regression, correlation, decision theory, and Bayesian statistics.
Course content
- Course Overview Unlimited
- Distributions Derived from Normal Distribution Unlimited
- Statistical Models: Classic One-sample Distribution Models Unlimited
- Parameter Estimation: Method of Moments Unlimited
- Parameter Estimation: Maximum Likelihood Unlimited
- Maximum Likelihood: Large Sample Theory Unlimited
- Bootstrap Confidence Intervals Unlimited
- Sufficiency Unlimited
- Parameter Estimation: Bayesian Approach Unlimited
- Hypothesis Testing Unlimited
- Hypothesis Testing II Unlimited
- Assessing Goodness of Fit Unlimited
- Summarizing Data Unlimited
- Summarizing Data: Examples and Dynamic Graphics Unlimited
- Regression Analysis Unlimited
- Regression Analysis II Unlimited
- Comparing Independent Samples and ANOVA Unlimited
- Analysis of Categorical Data Unlimited
Instructor
Massachusetts Institute of Technology
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