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Source: www.coursera.org
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12 sequences
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Level : Introductory
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Statistics & Probability
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Language : English
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480 points
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Key Information
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Free access
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60 hours in total
About the content
Statistics One is a comprehensive yet friendly introduction to statistics.
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Syllabus
Lecture Topics
- Lecture 1: Experimental research
- Lecture 2: Correlational research
- Lecture 3: Variables and distributions
- Lecture 4: Summary statistics
- Lecture 5: Correlation
- Lecture 6: Measurement
- Lecture 7: Introduction to regression
- Lecture 8: Null Hypothesis Significance Tests (NHST)
- Lecture 9: Central limit theorem
- Lecture 10: Confidence intervals
- Lecture 11: Multiple regression
- Lecture 12: Multiple regression continued
- Lecture 13: Moderation
- Lecture 14: Mediation
- Lecture 15: Group comparisons (t-tests)
- Lecture 16: Group comparisons (ANOVA)
- Lecture 17: Factorial ANOVA
- Lecture 18: Repeated measures ANOVA
- Lecture 19: Chi-square
- Lecture 20 Binary logistic regression
- Lecture 21: Assumptions revisited (correlation and regression)
- Lecture 22: Generalized Linear Model
- Lecture 23: Assumptions revisited (t-tests and ANOVA)
- Lecture 24: Non-parametrics (Mann-Whitney U, Kruskal-Wallis)
- Lab 1: Download and install R
- Lab 2: Histograms and summary statistics
- Lab 3: Scatterplots and correlations
- Lab 4: Regression
- Lab 5: Confidence intervals
- Lab 6: Multiple regression
- Lab 7: Moderation and mediation
- Lab 8: Group comparisons (t-tests, ANOVA, post-hoc tests)
- Lab 9: Factorial ANOVA
- Lab 10: Chi-square
- Lab 11: Non-linear regression (Binary logistic and Poisson)
- Lab 12: Non-parametrics (Mann-Whitney U and Kruskal-Wallis)
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Instructors
- Andrew Conway - Psychology
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Content Designer
Princeton University is a private research university located in Princeton, New Jersey, United States. It is one of the eight universities of the Ivy League, and one of the nine Colonial Colleges founded before the American Revolution.
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Platform
Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California.
Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.
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