About Introduction to Probability and Data-Course Overview
Introduction to Statistics with R
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More about Introduction to Probability and Data
Introduction to Data-Designing Studies
Lesson Learning Objectives
Introduction
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Data Basics
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Observational Studies & Experiments
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Sampling and sources of bias
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Experimental Design
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(Spotlight) Random Sample Assignment
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Introduction to Data-Strengthen Your Understanding
Suggested Readings and Practice
Introduction to Data Project-Learning R
About Lab Choices (Read Before Selection)
Week 1 Lab Instructions (RStudio)
Exploratory Data Analysis and Introduction to Inference-Exploring Numerical Data
Lesson Learning Objectives
Visualizing Numerical Data
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Measures of Center
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Measures of Spread
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Robust Statistics
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Transforming Data
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Exploratory Data Analysis and Introduction to Inference-Exploring Categorical Data and Introduction to Inference
Lesson Learning Objectives
Exploring Categorical Variables
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Introduction to Inference
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Exploratory Data Analysis and Introduction to Inference-Strengthen Your Understanding
Suggested Readings and Practice
Exploratory Data Analysis and Introduction to Inference Project-Learning R
Week 2 Lab Instructions (RStudio)
Week 2 Lab Instructions (RStudio Cloud)
Introduction to Probability-Defining Probability
Lesson Learning Objectives
Introduction
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Disjoint Events + General Addition Rule
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Independence
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Probability Examples
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(Spotlight) Disjoint vs. Independent
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Introduction to Probability-Conditional Probability
Lesson Learning Objectives
Conditional Probability
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Probability Trees
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Bayesian Inference
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Examples of Bayesian Inference
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Introduction to Probability-Strengthen Your Understanding
Suggested Readings and Practice
Introduction to Probability Project-Learning R
Week 3 Lab Instructions (RStudio)
Week 3 Lab Instructions (RStudio Cloud)
Probability Distributions-The Normal Distribution
Lesson Learning Objectives
Normal Distribution
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Evaluating the Normal Distribution
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Working with the Normal Distribution
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Probability Distributions-Binomial Distribution
Lesson Learning Objectives
Binomial Distribution
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Normal Approximation to Binomial
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Working with the Binomial Distribution
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Probability Distributions-Strengthen Your Understanding
Suggested Readings and Practice
Probability Distributions-Data Analysis Project
Project Instructions, Data Files, and Checklist