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Statistic, Data Analysis and A.I

Statistic, Data Analysis and A.I Unit 1: Scope of Statistics in Sports Research 1.1 Applications of statistics in Physical Education and Sports, 1.2 Definitions (populations, samples), Basic concepts, type of data, various data collection methods, Diagrams and graphs; 1.3 Measures of averages and location; Measures of dispersion; 1.4 Probability and probability theory, Use of statistical packages on data. Unit II: Types of Data 2.1 Descriptive vs. Analytical, 2.2 Applied vs. Fundamental, 2.3 Quantitative vs. Qualitative, 2.4 Population Vs Sample, 2.5 Discrete Vs Continuous, Unit III: Statistical Methods 1.1 Descriptive: Graphical representation on various type of data. 1.2 Measures of spread: Variance and Standard Deviation, Standard Error, Level of significance. 1.3 Chi square, t and F-tests, ANOVA, Correlation and Regression, Skewness, Kurtosis; Quantiles, Outliers. 1.4 Inferential: Framing hypothesis, Hypotheticodeductive method, Definition & Concept of types of hypotheses, ...