LINES OF REGRESSIONS lecture 2 MTH302 unit 2 Last lecture UNIT 2
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MTH 302 ALL units ( LINKS ) • Unit 1 -- • Probability AND Statistics --- MTH 30... • Unit 2 -- • MTH - 302 UNIT 2 Correlation and Line... • Unit 3 -- • Special Discrete Distributions || MTH... • Unit 4 -- • UNIT 4 ( MTH - 302 ) || Special Conti... • Unit 5 -- • Point Estimation and Central Limit Th... • END TERM PYQ -- • https://drive.google.com/file/d/1RqRJ... • CA PYQs Question papers -- https://drive.google.com/file/d/1SKTe... • • NOTES --- • Unit 1 https://drive.google.com/file/d/1E_Ld... • Unit 2 https://drive.google.com/file/d/1gbH6... • Unit 3 https://drive.google.com/file/d/137D3... • Unit 4 https://drive.google.com/file/d/1nEYG... • Unit 5 https://drive.google.com/file/d/1Flqx... • SYLLABUS --- • Correlation and Linear regression : scatter plots, correlation coefficient and its properties, Karl • Pearson’s correlation coefficient, Spearman’s rank correlation coefficient, Linear regression and its • properties • Keywords for Correlation and Linear Regression • Scatter Plots • Introduction to Scatter Plots • How to Create a Scatter Plot • Scatter Plot Analysis Explained • Visualizing Data with Scatter Plots • Scatter Plots for Correlation Analysis • Scatter Plot Examples in Statistics • Interpreting Scatter Plots • Using Scatter Plots in Regression Analysis • Importance of Scatter Plots in Data Visualization • Scatter Plots: Real-life Applications • Correlation Coefficient • What is Correlation Coefficient? • Understanding the Correlation Coefficient Formula • Properties of Correlation Coefficient • Positive vs Negative Correlation Coefficient • How to Calculate Correlation Coefficient? • Interpreting Correlation Coefficient Values • Real-life Applications of Correlation Coefficient • Correlation Coefficient in Statistics Explained • Common Mistakes in Correlation Coefficient Analysis • Visualizing Correlation Coefficient with Graphs • Karl Pearson’s Correlation Coefficient • Introduction to Karl Pearson's Correlation Coefficient • How to Use Karl Pearson's Correlation Coefficient? • Solved Problems on Karl Pearson’s Method • Properties of Karl Pearson's Correlation Coefficient • Applications of Karl Pearson’s Correlation Coefficient • Limitations of Pearson’s Correlation Coefficient • Step-by-step Guide to Karl Pearson's Formula • Examples of Pearson Correlation in Real Life • Relationship Between Pearson Correlation and Regression • How Pearson’s Coefficient Helps in Predictive Analysis • Spearman’s Rank Correlation Coefficient • What is Spearman's Rank Correlation Coefficient? • Step-by-step Calculation of Spearman’s Rank Correlation • Properties of Spearman’s Rank Correlation Coefficient • Differences Between Spearman and Pearson Correlation • Examples of Spearman’s Rank Correlation • Solved Problems on Spearman's Coefficient • Applications of Spearman's Rank Correlation • How to Rank Data for Spearman’s Method? • Spearman’s Coefficient in Real-life Scenarios • Spearman’s Rank vs Linear Correlation • Linear Regression • Introduction to Linear Regression • How to Perform Linear Regression Analysis? • Linear Regression Formula Explained • Properties of Linear Regression • Solved Examples of Linear Regression • Applications of Linear Regression in Data Science • Relationship Between Regression and Correlation • Assumptions of Linear Regression Analysis • Visualization of Linear Regression with Scatter Plots • Understanding Slope and Intercept in Regression • Hashtags for Correlation and Linear Regression • Scatter Plots • #ScatterPlot • #DataVisualization • #ScatterPlotAnalysis • #VisualizeData • #StatisticsAndPlots • Correlation Coefficient • #CorrelationCoefficient • #DataCorrelation • #PositiveCorrelation • #NegativeCorrelation • #CorrelationExplained • Karl Pearson’s Correlation Coefficient • #KarlPearson • #PearsonCoefficient • #PearsonCorrelation • #PearsonStats • #PearsonMethod • Spearman’s Rank Correlation Coefficient • #SpearmanCoefficient • #RankCorrelation • #SpearmanCorrelation • #SpearmanStats • #RankDataAnalysis • Linear Regression • #LinearRegression • #RegressionAnalysis • #DataRegression • #RegressionStats • #LinearPrediction • General Statistics and Correlation • #MathAndStatistics • #CorrelationAndRegression • #StatisticalAnalysis • #LearnStatistics • #DataScienceBasics • Applied Keywords • #PredictiveAnalytics • #MachineLearningBasics • #DataDrivenDecisions • #AppliedMath • #RealLifeStatistics • Educational Content • #LearnMath • #StatisticsTutorial • #MathForBeginners • #EducationMatters • #StudyStatistics • Miscellaneous • #ScatterToRegression • #CorrelationVsRegression • #StatsForLife • #AnalyzeData • #MathSimplified • #DataAnalysisTools • #UnderstandData • #StatisticalTools • #MathAndData • #SimplifyStatistics
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