Statistics for Machine Learning
Introductory Video
Introductory Video
L1 - Ungrouped and Grouped Data
L1 - Ungrouped and Grouped Data
L2 - Measures of Central Tendency Mean
L2 - Measures of Central Tendency Mean
L3 - Measures of Central Tendency Median, Mode
L3 - Measures of Central Tendency Median, Mode
L4 - Measures of Dispersion Standard Deviation
L4 - Measures of Dispersion Standard Deviation
L5 - Measures of Dispersion Mean and Quartile Deviation
L5 - Measures of Dispersion Mean and Quartile Deviation
L6 - Exploring Statistical Properties of Data in Python - I
L6 - Exploring Statistical Properties of Data in Python - I
L7 - Exploring Statistical Properties of Data in Python - II
L7 - Exploring Statistical Properties of Data in Python - II
L8 - Exploring Bivariate Properties of Data Correlation, Scatterplot
L8 - Exploring Bivariate Properties of Data Correlation, Scatterplot
L9 - Introduction to the Theory of Probability - I
L9 - Introduction to the Theory of Probability - I
L10 - Introduction to the Theory of Probability - II
L10 - Introduction to the Theory of Probability - II
L11 - Introduction to the Theory of Probability - III
L11 - Introduction to the Theory of Probability - III
L12 - Theorems of Probability
L12 - Theorems of Probability
L13 - Random Variable
L13 - Random Variable
L14 - Probability Mass Function (pmf)
L14 - Probability Mass Function (pmf)
L15 - Probability Density Function (pdf)
L15 - Probability Density Function (pdf)
L16 - Binomial Distribution
L16 - Binomial Distribution
L17 - Poisson Distribution
L17 - Poisson Distribution
L18 - Normal Distribution - I
L18 - Normal Distribution - I
L19 - Normal Distribution - II
L19 - Normal Distribution - II
L20 - Basic concept of Sampling
L20 - Basic concept of Sampling
L21 - Sampling in ML
L21 - Sampling in ML
L22 - Estimation of Parameters - I
L22 - Estimation of Parameters - I
L23 - Estimation of Parameters - II
L23 - Estimation of Parameters - II
L24 - Estimation of Parameters - III
L24 - Estimation of Parameters - III
L25 - Estimation of Parameters - IV
L25 - Estimation of Parameters - IV
L26 - Estimation of Parameters - V
L26 - Estimation of Parameters - V