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- Level: All Levels
- Duration: 20h 38m 40s
- Release date: 2014-01-09
- Author: George Ingersoll
- Provider: Udemy
Workshop in Probability and Statistics
Description
Content
This workshop is designed to help you make sense of basic probability and statistics with easy-to-understand explanations of all the subject's most important concepts. Whether you are starting from scratch or if you are in a statistics class and struggling with your assigned textbook or lecture material, this workshop was built with you in mind.
- Basic Probability and Terminology01h 36m 21s
- Fundamentals of Probability08m 47s
- Comprehension Check 1.100m 01s
- Events and Complements07m 21s
- Comprehension Check 1.200m 01s
- And (Intersection)07m 15s
- Comprehension Check 1.300m 01s
- Or (Union)08m 49s
- Comprehension Check 1.400m 01s
- Population vs. Sample06m 44s
- Measures of Central Tendency12m 32s
- Comprehension Check 1.500m 01s
- Variance & Standard Deviation12m 48s
- Comprehension Check 1.600m 01s
- Expected Value Introduction06m 55s
- Comprehension Check 1.700m 01s
- Problem Set 100m 02s
- Problem Set 1 Walkthrough25m 01s
- Joint and Conditional Probability01h 31m 14s
- Compound Probability and Independent Events18m 58s
- Comprehension Check 2.100m 01s
- Conditional Probability I15m 41s
- Comprehension Check 2.200m 01s
- Conditional Probability II15m 53s
- Comprehension Check 2.300m 01s
- Joint and Marginal Probabilities23m 01s
- Comprehension Check 2.400m 01s
- Problem Set 200m 03s
- Problem Set 2 Walkthrough17m 34s
- Bayes' Rule & Random Variables01h 35m 58s
- Permutations and Combinations12m
- Bayes' Theorem12m 49s
- Comprehension Check 3.100m 01s
- Conditional Probability Challenge Question17m 36s
- Random Variables and Probability Distributions10m 16s
- Comprehension Check 3.200m 01s
- Expected Value15m 44s
- Comprehension Check 3.300m 01s
- Problem Set 300m 03s
- Problem Set 3 Walkthrough27m 27s
- Probability Distributions01h 23m 52s
- Binomial Distributions31m 42s
- Comprehension Check 4.100m 01s
- Functions of Random Variables13m 32s
- Comprehension Check 4.200m 01s
- Graphing Probability Distributions09m 27s
- Problem Set 400m 03s
- Problem Set 4 Walkthrough29m 06s
- The Normal Distribution01h 57m 12s
- The Normal Distribution29m 27s
- Comprehension Check 5.100m 01s
- Z-Scores27m 21s
- Comprehension Check 5.200m 01s
- Z-Score and Normal Distribution Examples25m 15s
- Comprehension Check 5.300m 01s
- Problem Set 500m 03s
- Problem Set 5 Walkthrough35m 03s
- Joint Random Variables01h 43m 19s
- Confidence Intervals14m 03s
- Comprehension Check 6.100m 01s
- Covariance and Correlation of Joint Random Variables24m 55s
- Comprehension Check 6.200m 01s
- Portfolio Analysis16m 18s
- Comprehension Check 6.300m 01s
- Variance in Joint Random Variables Example18m 38s
- Problem Set 600m 03s
- Problem Set 6 Walkthrough29m 19s
- Sampling02h 15m 02s
- Sampling20m 27s
- Sampling Distributions18m 59s
- Comprehension Check 7.100m 01s
- Proportion Sampling12m 11s
- Comprehension Check 7.200m 01s
- t-Distributions20m 09s
- Comprehension Check 7.300m 01s
- Sampling and Confidence Intervals Examples19m 54s
- Comprehension Check 7.400m 01s
- Problem Set 700m 03s
- Problem Set 7 Walkthrough43m 15s
- Hypothesis Testing01h 18m 57s
- Hypothesis Testing38m 55s
- Comprehension Check 8.100m 01s
- Problem Set 800m 03s
- Problem Set 8 Walkthrough39m 58s
- Simple Linear Regression02h 13m 12s
- Simple Linear Regression18m 59s
- Analyzing Regression Output34m 48s
- Additional Regression Concepts15m 45s
- Prediction and Confidence Intervals in Regression17m 13s
- Regression Assumptions12m 31s
- Problem Set 900m 03s
- Problem Set 9 Walkthrough33m 53s
- Multiple Regression02h 07m 47s
- Multiple Regression (32:23)32m 23s
- Dummy and Time-Lagged Variables13m 45s
- Transformations09m 39s
- Multiple Regression Case Study23m 39s
- Analysis of Variance (ANOVA)19m 19s
- Problem Set 1000m 05s
- Problem Set 10 Walkthrough28m 57s
- Decision Analysis01h 19m 15s
- Decision Analysis I: Decision Trees18m 37s
- Decision Analysis II: The Value of Information17m 15s
- Problem Set 1100m 05s
- Problem Set 11 Walkthrough25m 40s
- Concluding Lecture17m 38s
- Section 12: Summary Assessment01h 36m 31s
- Summary Assessment00m 12s
- Summary Assessment Walkthrough Qs 1-413m 53s
- Summary Assessment Walkthrough Qs 5-817m 42s
- Summary Assessment Walkthrough Qs 9-1211m 08s
- Summary Assessment Walkthrough Qs 13-1619m 42s
- Summary Assessment Walkthrough Qs 17-2033m 54s
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