Statistics Foundations 4: Advanced Topics

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Eddie Davila

1:30:10

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01 - Introduction

01 - The power of advanced statistics.mp4

02:07

01 - the power of advanced statistics.mp4.zip

02 - 1. Comparing Two Populations Proportions

01 - Explanation of two population comparisons.mp4

02:28

02 - Two population Confidence interval example.mp4

06:58

03 - Two population Hypothesis test example.mp4

07:38

03 - 2. Comparing Two Populations Means

01 - Explanation of two population mean comparisons.mp4

02:56

02 - Visualization Re-randomizing.mp4

05:46

03 - Two population means Confidence interval example.mp4

05:37

04 - Two population means Hypothesis test example.mp4

06:31

04 - 3. T-Tests

01 - T-distribution vs. z-distribution.mp4

03:33

02 - T-score tables and degrees of freedom.mp4

03:50

03 - Use T-scores to develop confidence intervals.mp4

04:57

05 - 4. ANOVA Analysis of Variance

01 - ANOVA What is analysis of variance.mp4

04:26

02 - One-way ANOVA and the sum of squares total (SST).mp4

03:28

03 - Sum of squares within (SSW) and sum of squares between (SSB).mp4

04:49

04 - F-statistic and ANOVA hypothesis test example.mp4

06:50

06 - 5. Regression Analysis

01 - What is regression.mp4

03:49

02 - Regression best fit line.mp4

03:59

03 - Coefficient of determination (R-squared).mp4

05:25

04 - The correlation coefficient.mp4

03:25

07 - Continuing Your Advanced Statistics Learning Journey

01 - Next steps and additional resources.mp4

01:38

Description

Statistics are everywhere, in every industry, but they're a must for anyone working in data science, business, or business analytics. If you're in one of these specialized fields, chances are you need an advanced understanding of statistics. Complete your mastery in this course, part four in our Statistics Foundations series. Eddie Davila covers concepts such as small sample sizes, t-distribution, degrees of freedom, and more. This advanced skills training moves learners into the practical study and application of experimental design, analysis of variance (ANOVA), two-population comparisons, and regression analysis. Use these lessons to go beyond the basics and dive deeper into the specific factors that influence your own calculations and results.

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Eddie Davila

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Theater, business, and materials science engineering. What could I possibly do with that mix of training/education? Little did I know that everything I had done would create the perfect mix for the life I would have today. Supply chain is sort of a perfect mix of business and engineering concepts. Teaching in lecture halls is theater. Online videos are my opportunity to write and be on-screen. Students and co-workers create the perfect atmosphere to drive me creatively. I've taught over 30,000 students in-person, thousands more in online classes, and millions have seen my online videos. I’ve been blessed with an incredibly rewarding life and career. I'm constantly looking for opportunities to be the dumbest person in the room. On a never-ending search for new ways to inspire, educate, and innovate. I hate best practices. Always looking to do things the wrong way.

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