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Statistics Fundamentals and Python Introduction
Recommended Book for Statistics & Our Favorite Blog on Machine Learning
Statistics by Deborah Rumsey
Our Favorite Tutorial Blog on Machine Learning - Very Easy To Read
Descriptive Statistics
Reference Materials Used in This Section
Stats 1 Introduction to data (13:28)
Stats 2 Types of data (7:34)
Stats 3 Data Presentation (6:48)
Stats 4 Charts & Diagrams (13:11)
Stats 5 Correlation (10:20)
Stats 6 Data Modeling (5:12)
Stats 7 Index Number (5:37)
Quiz - Descriptive Statistics
Exercise _ Descriptive Statistics
Measures of Central Tendency & Dispersion
Reference Materials Used in This Section
Stats 8 Measures of Central Tendency (11:10)
Stats 9 Measures of Central Dispersion (14:55)
Stats 10 Measures of Central Dispersion (Variance) (12:48)
Stats 11 Normal Distribution (14:17)
Quiz - Measures of Central Tendency & Dispersion
Time Series Analysis & Forecasting
Reference Materials Used in This Section
Stats 12 Forecasting (10:30)
Stats 13 Components of Time Series (6:04)
Stats 14 Measurement of Secular Trend (19:05)
Stats 15 Forecasting Software (13:49)
Quiz - Time Series Analysis & Forecasting
Probability & Bayesian Theory, Probability Distribution, Sampling and Sampling Distribution
Stats 16 Probability (13:26)
Stats 17 Computing joint & marginal probabilities (13:22)
Stats 18 Bayes’ Theorem (25:02)
Stats 19 Random Variables (12:15)
Stats 20 Probability Distribution (Discrete) (13:36)
Stats 21 Probability Distribution (Continuous) (8:34)
Stats 22 Finding Normal Probabilities (17:52)
Quiz _ Probability
Stats 23 Sample, Types of sample (10:20)
Stats 24 Sampling Distribution (12:04)
Stats 25 Example of Sampling (5:21)
Quiz - Sampling Distribution
Exercise - Sampling, Distribution
Theory of Estimation ,Testing of Hypothesis & Regression
Reference Materials Used in This Section
Stats 26 Theory of Estimation, Estimation Process,Statistical Inference (7:15)
Stats 27 Test of Hypothesis, Decision Errors, OneLevel of Significance (8:24)
Stats 28 Two-tail test, Testing of hypothesis (18:23)
Stats 29 Degrees of Freedom (8:58)
Quiz - Theory of Estimation ,Testing of Hypothesis
Stats 30 Anova (12:44)
Stats 31 Hypothesis One-Way ANOVA (14:49)
Stats 32 Two Way Anova (6:15)
Stats 33 Regression: Simple Linear & Multiple (14:48)
Stats 34 Coefficient of Determination, R-square, Adjusted R-sqare (13:58)
Stats 35 Example using Excel (18:48)
Quiz - Regression
Exercise _ Regression
Statistics Interview Refresher & Questions
Quick Reference Guide on Business Statistics Concepts
Python Installation
Anaconda_Installation (6:39)
Python Introduction
Introduction to Python (4:22)
Python Essentials
Python Introduction (12:26)
Python Data Processing 1.0 & 1.1 (31:30)
Python Data Processing 1.2 (17:24)
Python Data Processing 1.3 (13:02)
Python Data Processing 1.3 (20:42)
Python Exercise and Quiz
Exercise
Quiz
Reference Materials Used in This Section
Please download the following reference materials used in this section:
Types of data, Graphical representation, Correlation, Data Modeling & Index Numbers.pdf
Download
Correlation.xlsx
Download
Central Tendency and Dispersion.xlsx
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