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Statistics | The Science of Decisions

Online Free Online Course by  Udacity
Online / Free Online Course

Details

Course Summary

NOTE: This course has been divided into two courses: Descriptive andInferential Statistics. If you are new to statistics, we recommend taking these courses instead.

We live in a time of unprecedented access to information...data. Whether researching the best school, job, or relationship, the Internet has thrown open the doors to vast pools of data. Statistics are simply objective and systematic methods for describing and interpreting information so that you may make the most informed decisions about life.

Why Take This Course?
  • The applications of statistics to everyday life
  • Methods for acquiring data through observation and experimentation
  • To organize and describe quantitative and categorical forms of data
  • Anticipating patterns using basic probability and sampling
  • Statistical inference through estimation and hypothesis testing
  • Correlation and simple regression
  • Ways of describing the strength of relationships between variables
Prerequisites and Requirements

It sounds strange to say, but math is not the focus of this class. To do well, however, it is necessary to have a basic understanding of proportions (fractions, decimals, and percentages), negative numbers, basic algebra (solving equations), and exponents and square roots.

See the Technology Requirements for using Udacity.

Outline

Module 1: Introduction to Statistics and Methods
  • Lesson 1: Intro to statistical research methods
  • Lesson 2: Frequency Distributions & Visualizing data
Module 2: Describing Data
  • Lesson 3: Central Tendency
  • Lesson 4: Variability
  • Midterm 1 on Lessons 1-4
Module 3: Normal Distribution Analysis
  • Lesson 5: Standardized Scores (z-scores)
  • Lesson 6: Probability and the Normal Distribution
  • Lesson 7: Sampling Distributions
Module 4: Foundations of Inferential Statistics
  • Lesson 8: Estimation
  • Lesson 9: Hypothesis Testing

Midterm 2 on Lessons 5-9

Module 5: Comparing Means
  • Lesson 10-11: t-tests
  • Lesson 12-13: One-way ANOVA
Module 6: Correlation, Regression, and Non-Parametrics
  • Lesson 14: Correlation
  • Lesson 15: Regression (available soon)
  • Lesson 16: Chi-Squared Tests (available soon)

Final Exam on Lessons 10-16 (available soon)

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