Start Here - Tips to Finish This Course Effectively
Class Materials
Session Recordings
Quizzes
Introduction to AI (Artificial Intelligence)
Recommended Book for Statistics
Descriptive Statistics
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Reference Materials Used in This Section
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Stats 1 Introduction to data (13:28)
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Stats 2 Types of data (7:34)
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Stats 3 Data Presentation (6:48)
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Stats 4 Charts & Diagrams (13:11)
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Stats 5 Correlation (10:20)
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Stats 6 Data Modeling (5:12)
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Stats 7 Index Number (5:37)
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Quiz - Descriptive Statistics
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Self Practice Exercise Descriptive Statistics
Measures of Central Tendency & Dispersion
Probability & Bayesian Theory, Probability Distribution, Sampling and Sampling Distribution
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Stats 15 Probability (13:26)
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Stats 16 Computing joint & marginal probabilities (13:22)
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Stats 17 Bayes’ Theorem (25:02)
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Stats 18 Random Variables (12:15)
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Stats 19 Probability Distribution (Discrete) (13:36)
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Stats 20 Probability Distribution (Continuous) (8:34)
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Stats 21 Finding Normal Probabilities (17:52)
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Stats 22 Normal Distribution (14:17)
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Quiz _ Probability
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Stats 23 Sample, Types of sample (10:20)
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Stats 24 Sampling Distribution (12:04)
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Stats 25 Example of Sampling (5:21)
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Quiz - Sampling Distribution
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Self Practice Exercise - Sampling, Distribution
Theory of Estimation ,Testing of Hypothesis & Regression
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Reference Materials Used in This Section
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Stats 26 Theory of Estimation, Estimation Process,Statistical Inference (7:15)
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Stats 27 Test of Hypothesis, Decision Errors, OneLevel of Significance (8:24)
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Stats 28 Two-tail test, Testing of hypothesis (18:23)
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Stats 29 Degrees of Freedom (8:58)
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Quiz - Theory of Estimation ,Testing of Hypothesis
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Stats 30 Anova (12:44)
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Stats 31 Hypothesis One-Way ANOVA (14:49)
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Stats 32 Two Way Anova (6:15)
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Stats 33 Regression: Simple Linear & Multiple (14:48)
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Stats 34 Coefficient of Determination, R-square, Adjusted R-sqare (13:58)
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Stats 35 Example using Excel (18:48)
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Quiz - Regression
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Exercise _ Regression
Statistics Refresher Summary
Python Installation
Python Introduction
Python Essentials
