Data Analytics track

Statistics

Descriptive and inferential statistics, hypothesis testing, confidence intervals, regression.

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Concepts

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1

Descriptive Statistics

Concept · Hands-on lab included

2

Probability Basics

Concept · Hands-on lab included

3

Common Distributions

Concept · Hands-on lab included

4

Sampling and Inference

Concept · Hands-on lab included

5

Hypothesis Testing

Concept · Hands-on lab included

6

Confidence Intervals

Concept · Hands-on lab included

7

Regression Basics

Concept · Hands-on lab included

8

Correlation vs Causation

Concept · Hands-on lab included

9

p-values and Significance

Concept · Hands-on lab included

10

Statistical Power and Effect Size

Concept · Hands-on lab included

11

ANOVA and Chi-Square Tests

Concept · Hands-on lab included

12

Bayesian Thinking

Concept · Hands-on lab included

Practice

Hands-on labs

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