Statistical data analysis | Statistical Data Science | Part 1
In this course you will learn how to analyze data. #Statistic plays important role in terms of data analysis. Here you will get exposed to utilize and understand various statistical methods to analyze data.
Statistical Data Analysis - Part 2: • Statistical Data Analysis | Statistical Da...
The following topic has discussed in this course.
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Central tendency (mean and median) (0:00)
Variance and standard deviation (7:10)
Data dispersion (19:00)
Standard error/confidence intervals (30:58)
Significance testing (test choice) (41:17)
Significance testing (p value) (50:29)
-the t test (1:00:21)
-the F test (1:12:29)
ANOVA (1:20:31)
Shapiro-Wilk test (1:32:51)
Kolmogorov-Smirnov test (1:38:49)
-Mann-Whitney U test (1:43:22)
Kruskal-Wallis test (1:51:10)
Levene's Test (1:59:25)
Categorical data (intro and test choice) (2:04:30)
Exact binomial test/exact multinomial test (2:08:44)
Fisher's exact test (2:21:45)
Chi-squared test (2:29:00)
Pearson product-moment correlation (2:35:42)
Non-parametric correlation (2:47:22)
Linear regression (2:47:44)
ANCOVA (3:10:51)
-Logistic regression (3:20:58)
Mahalanobis distance (3:32:17)
Hotelling T2 test (3:43:44)
MANOVA (3:51:40)
Resampling methods (bootstrapping) (04:10:06)
Resampling (two-sample tests) (4:10:45)
Principal Component Analysis (4 :21:58)
Non-Metric Multidimensional Scaling (NMDS) (4:37:33)
Maximum likelihood estimation (4:49:00)
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== Attribution
Course Created by: Matthew E. Clapham
Visit: https://www.youtube.com/playlist?list...
License: Creative Commons Attribution license (reuse allowed)
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