Explore a comprehensive 6-hour video playlist covering essential statistical concepts and techniques. Learn to create Excel graphs, calculate discrete and exponential probabilities, work with normal distributions, and understand matrix algebra for regression analysis. Master descriptive statistics, regular expressions, conditional probability, random variables, moments calculation, joint random variables, point estimation, confidence intervals, and hypothesis testing. Gain practical skills through numerous exercises and examples, enhancing your understanding of statistical methods and their applications in data analysis and research.
Overview
Syllabus
Excel Graphs.
EXCEL Calculate Discrete Probabilties.
ECLR Calculating Exponential Probabilities.
ECLR Calculate Normal Probabilities using EXCEL.
ECLR Derivation of Expected Value and Variance.
What's the use of Matrices for regression analysis?.
Matrix Algebra - Addition.
Matrix Algebra Multiplication.
Matrix Algebra Inverse.
Descriptive Statistic - Exercise.
ECLR - RegEx_Q1.
ECLR - RegEx_Q2.
ECLR - RegEx3.
ECLR - RegEx4.
ECLR - CondProbEx Q1.
ECLR - CondProb Q2.
ECLR - CondProb Q3.
ECLR - CondProb Q5.
ECLR - ProbRV Q1.
ECLR ProbRV ExQ3.
ECLR ProbRV Q4.
ECLR ProbRV ExQ5.
ECLR ProbRV Q2.
ECLR Normal RV Q2.
ECLR Normal RV Q3.
ECLR Normal RV Q1.
ECLR Moments Calculation Q2.
ECLR Joint RV Exercise 1.
ECLR Joint RV Exercise 2.
ECLR Joint RV Exercise 3.
ECLR Joint RV Exercise 4.
ECLR Point Estimation Exercise 1.
ECLR Point Estimation Exercise 2.
ECLR Point Estimation Exercise 3.
ECLR Point Estimation Exercise 4.
ECLR Point Estimation Exercise 5.
ECLR Confidence Interval Exercise 1.
ECLR Confidence Interval Exercise 2.
ECLR Confidence Interval Exercise 3.
ECLR Confidence Interval Exercise 4.
ECLR Hypothesis Testing Exercise 1.
ECLR Hypothesis Testing Exercise 2 and 3.
ECLR Hypothesis Testing Exercise 4.
ECLR Point Estimation Exercise 6.
Taught by
Ralf Becker
