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Intro
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Classroom Contents
Statistics for Data Science & Machine Learning
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- 1 Intro
- 2 Basics
- 3 Categorical Data
- 4 Numerical Data
- 5 Continuous Data
- 6 Qualitative Data
- 7 Quantitative Data
- 8 Cross Table
- 9 Pie Charts
- 10 Bar Charts
- 11 Pareto Charts
- 12 Frequency Distribution Table
- 13 Histograms
- 14 Mean
- 15 Median
- 16 Mode
- 17 Variance
- 18 Standard Deviation
- 19 Coefficient of Variation
- 20 Covariance
- 21 Correlation Coefficient
- 22 Maximize Profit
- 23 Probability Distribution
- 24 Relative Frequency Histogram
- 25 Normal Distribution
- 26 Standard Normal Distribution
- 27 Central Limit Theorem
- 28 Standard Error
- 29 Z Score
- 30 Z Table
- 31 Confidence Interval
- 32 Alpha
- 33 Margin of Error
- 34 Confidence Interval Example
- 35 Critical Probability
- 36 Student's T Distribution
- 37 Degrees of Freedom
- 38 T Distribution Example
- 39 T Table
- 40 Dependent Samples
- 41 Independent Samples
- 42 Hypothesis
- 43 Null Hypothesis
- 44 Alternative Hypothesis
- 45 Significance Level
- 46 1 Sided Tests
- 47 Type 1 Errors
- 48 Type 2 Errors
- 49 Hypothesis Error Example
- 50 Means Testing
- 51 P Value
- 52 Regression
- 53 Regression Example
- 54 Correlation Coefficient
- 55 Coefficient of Determination
- 56 Root Mean Squared Deviation
- 57 Residual
- 58 Chi Square Tests
- 59 Chi Square Table
