Course Notes/GPT Instructions/Video Lectures

Chapter Guided Notes

ChapterTopicsGuided Notes PDF
1Data and Sample DesignChapter 1
2Data VisualizationChapter 2
3Descriptive StatisticsChapter 3
6Normal DistributionChapter 6
7One-Sample Inference Confidence IntervalsChapter 7
8One-Sample Inference Hypothesis TestingChapter 8
9Two-Sample Inference Confidence Intervals and Hypothesis TestingChapter 9
10Simple and Multiple Linear RegressionChapter 10
11Goodness-of-fit and Chi-Square Test of IndependenceChapter 11

Chapter 1-Data Collection, Sampling Methods, Experiments

LectureTopicsGPT InstructionsVideo Lectures
1Data-What is it and how do we organize itGPT Instructions
Chapter 1.1    Chapter 1.2
2Types of VariablesGPT Instructions
Chapter 1.3 Part 1   Chapter 1.3 Part 2
3Parameter; Statistic; Population; Sample
GPT Instructions
Chapter 1.4 Part 1
4Observational Studies and ExperimentsGPT Instructions
Chapter 1.5 Part 1     Chapter 1.5 Part 2 Chapter 1.5 Part 3
5Explanatory and Response Variables; Experiments
GPT Instructions
Chapter 1.5 Part 5
6Experiments Continued
GPT Instructions
Chapter 1.5 Part 6
7Types of Sampling MethodsGPT Instructions
Chapter 1.5 Part 7     Chapter 1.5 Part 8

Chapter 2-Show Me the Data

LectureTopicsGPT InstructionsVideo Lecture
1Histograms; Graphs for One Categorical VariablesGPT Instructions
Chapter 2 Part 1   Chapter 2 Part 2
2Two-way tables; Bar graphsGPT Instructions
Chapter 2 Part 3   Chapter 2 Part 4

Chapter 3-Descriptive Statistics

LectureTopicsGPT InstructionsVideo Lecture
1Measures of Center: Distribution Shapes: ResistanceGPT Instructions
Chapter 3.1 Part 1 Chapter 3.1 Part 2
2Measures of VariationGPT Instructions
Chapter 3.2 Part 1  
3Relative Standing and Boxplots; OutliersGPT Instructions
Chapter 3.3 Part 1 Chapter 3.3 Part 2 Chapter 3.3 Part 3

Chapter 6-Normal Distribution

LectureTopicsGPT InstructionsVideo Lectures
1Density Curves; Histogram; SImulationGPT Instructions
Chapter 6.1 Part 1    Chapter 6.1 Part 2
2Standardizing a valueGPT Instructions
Chapter 6.2 Part 1  
3Normal Distribution and ApplicationsGPT Instructions
Chapter 6.2 Part 2    Chapter 6.2 Part 3    Chapter 6.2 Part 4

Chapter 7-One Parameter Inference-Confidence Intervals

LectureTopicsGPT InstructionsVideo Lectures
1Sampling Distribution of a sample proportionGPT Instructions
Chapter 7.1 Part 1     Chapter 7.1 Part 2    Chapter 7.1 Part 3
2Confidence Interval for a proportionGPT Instructions
Chapter 7.2 Part 1
3Confidence Interval for a proportion
GPT Instructions
Chapter 7.2 Part 2
4Confidence interval for a proportion; Sample SizeGPT Instructions
Chapter 7.2 Part 3
5Sample Size for a proportionGPT Instructions
Chapter 7.2 Part 4
6Confidence Interval for a meanGPT Instructions
Chapter 7.3 Part 1
7Additional ProblemsGPT Instructions
Chapter 7 Problems

Chapter 8-One Parameter Hypothesis Testing

LectureTopicsGPT InstructionsVideo Lectures
1Tea Lady Example using SimulationGPT Instructions
Chapter 8.1 Part 1 Chapter 8.1 Part 2
2Hypothesis Test One ProportionGPT Instructions
Chapter 8.2 Part 1
3More Hypothesis Test One ProportionGPT Instructions
Chapter 8.3 Part 2
4Relationship between Hypothesis Test and Confidence IntervalsGPT Instructions
Chapter 8.2 Part 3
5Hypothesis Test One MeanGPT Instructions
Chapter 8.3 Part 1
6Errors; Practical SignificanceGPT Instructions
Chapter 8.3 Part 2
7Additional ProblemsGPT Instructions

Chapter 9-Two-sample Inference

LectureTopicsGPT InstructionsVideo Lectures
1Two-sample proportion confidence intervalsGPT Instructions
Chapter 9.1 Part 1     Chapter 9.1 Part 2
2Two-sample proportion hypothesis testingGPT Instructions
Chapter 9.1 Part 3
3Two-sample proportion hypothesis testing
GPT Instructions
 Chapter 9.1 Part 4
4Two-sample mean proceduresGPT Instructions
Chapter 9.2 Part 1 Chapter 9.2 Part 2
5Additional ProblemsGPT Instructions
Chapter 9.2 Part 3

Chapter 10-Linear Regression

LectureTopicsGPT InstructionsVideo Lectures
1Scatterplots; Correlation CoefficientGPT Instructions
Chapter 10.1 
2Fitting a Regression LineGPT Instructions
Chapter 10.2 Part 1   Chapter 10.2 Part 2   Chapter 10.2 Part 3
3Least Squares Regression; ExtrapolationGPT Instructions
Chapter 10.2 Part 4    Chapter 10.2 Part 5 Chapter 10.2 Part 6
4Rsq; Regression Coefficient SignificanceGPT Instructions
Chapter 10.3 Part 1 Chapter 10.3 Part 2
5Multiple Linear RegressionGPT Instructions
Chapter 10.4 Part 1 Chapter 10.4 Part 2
6Finding a Simpler ModelGPT Instructions
Chapter 10.4 Part 3

Chapter 11-Goodness of Fit and Chi-Square Test of Independence

LectureTopicsGPT InstuctionsVideo  Lectures
1Goodness of Fit TestsGPT Instructions
Chapter 11 Part 1   
2GOF Standardized ResidualsGPT Instructions
Chapter 11 Part 2   Chapter 11 Part 3
3Chi-Square Tests of IndependenceGPT Instructions
Chapter 11 Part 4   Chapter Part 5