Learn Statistics & Biostatistics Data Analysis From Scratch

سرفصل های دوره

Learn fundamentals of statistics and bio statistics from very basic to upward with R-Programming (Coding Exercise)

1 - What is statistics

1 -Statistics with Excel.xlsx

1 -What is statistics

2 - Measure of central tendency

1 -Theory and practice of measure of central tendency

3 - Measure of variability

1 -Theory and practical measure of variability

4 - Visualisation techniques

1 -Visual techniques

5 - Data types

1 -Data types

6 - Probability

1 -Probability theory

2 -Binomial distribution

3 -Bernoulli distribution

4 -Poisson distribution

5 -Gaussian distribution

7 - Sampling techniques

1 -Sampling techniques

8 - Central limit theorem

1 -Central limit theorem

9 - Hypothesis testing

1 -Theoritical aspects of hypothesis testing

2 -T-tests

3 -z-tests

4 -f-test

5 -chi-squared test

6 -Mann Whitney U test

7 -ANOVA (Analysis of Variance)

10 - Confidence intervals

1 -Confidence intervals

11 - Regression

1 -Theory of regression

2 -Pearsons correlation coefficient

3 -Least squares method

4 -Simple linear regression

5 -Multiple linear regression

12 - Bayesian statistics

1 -Theory and practice of Bayesian statistics

13 - Metrics

1 -Theory of metrics

2 -R-squared

3 -RMSE

14 - Real world applications of statistics using Excel

1 -Forecast temperatures

2 -Sales tracker

3 -Health tracker

4 -Traffic planning

5 -Stock checker

6 -Investment tracker

7 -Manufacturing errors

8 -Urban planning

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تولید کننده: Udemy