DataMantraWhy the Correlation Coefficient r ranges between -1 and +1.?Correlation Coefficient is a statistical measure of the strength of the relationship between the relative movements of two variables.Oct 27Oct 27
DataMantrainThe Pythoneers“The Great Debate: Correlation vs. Causation Explained”Beyond the Surface: Unraveling Correlation vs. CausationOct 27Oct 27
DataMantrainAnalyst’s corner“Unleashing the Power of Scatter Plots: Trends, Correlations, Outliers & Clusters — One Stop Guide!”Explore trends, reveal correlations, detect outliers, and uncover clusters with the versatile power of scatter plots.Oct 27Oct 27
DataMantrainThe PythoneersSampling Methods— A pathway to reliable data interpretation or sample !!Lets try our best to taste the each flavour or diversity of our population ✌️ because believe me everything relies on sample we choose.Oct 23Oct 23
DataMantraStandardization vs Normalization: How to Choose the Right TechniqueIt’s completely fine if you feel confused between the topics “Standardization” vs “Normalization”Oct 9Oct 9
DataMantraNormalisation & Standardisation — Ensuring equal treatment of variablesAdjusting the variables to a common scale by Rescaling techniques.Oct 9Oct 9
DataMantra“From Choices to Insights: Unleash the Power of Encoding”“Transforming Categorical Features for Enhanced Machine Learning Performance by turning Your ‘Red, Green, and Blue’ into Powerful…Aug 25Aug 25
DataMantraKurtosis — Understanding the Distribution tails to know how often outliers occur 😳“Its the weight on the extremes ends of a distribution.”Aug 20Aug 20
DataMantraSkewness: “Unpacking the Distribution shape to know the direction of outliers”A Degree of asymmetrical ( Biased-ness ).Aug 20Aug 20