110,590 次近期查看

## 50%

100% 在線

High school algebra, successful completion of Course 1 in this specialization or equivalent background

### 您將學到的內容有

• Determine assumptions needed to calculate confidence intervals for their respective population parameters.

• Create confidence intervals in Python and interpret the results.

• Review how inferential procedures are applied and interpreted step by step when analyzing real data.

• Run hypothesis tests in Python and interpret the results.

### 您將獲得的技能

Confidence IntervalPython ProgrammingStatistical InferenceStatistical Hypothesis Testing

## 50%

100% 在線

High school algebra, successful completion of Course 1 in this specialization or equivalent background

1

## WEEK 1 - OVERVIEW & INFERENCE PROCEDURES

9 個視頻 （總計 67 分鐘）, 5 個閱讀材料, 1 個測驗
9 個視頻
Inferential Statistical Analysis with Python Guidelines4分鐘
Introduction to Inference Methods: Oh the Things You Will See!3分鐘
Bag A or Bag B?13分鐘
Introduction to Bayesian4分鐘
This or That? Language and Notation13分鐘
The Python Statistics Landscape2分鐘
Intermediate Python Concepts: Lists vs Numpy Arrays10分鐘
Functions and Lambda Functions, Reading Help Files11分鐘
5 個閱讀材料
Course Syllabus5分鐘
Meet the Course Team!10分鐘
This or That Reference10分鐘
1 個練習
Python Basics Assessment15分鐘
2

## WEEK 2 - CONFIDENCE INTERVALS

12 個視頻 （總計 118 分鐘）, 3 個閱讀材料, 3 個測驗
12 個視頻
Understanding Confidence Intervals10分鐘
Demo: Seeing Theory5分鐘
Assumptions for a Single Population Proportion Confidence Interval3分鐘
Conservative Approach & Sample Size Consideration8分鐘
Estimating a Difference in Population Proportions with Confidence6分鐘
Interpretations & Assumptions for Two Population Proportion Intervals4分鐘
Estimating a Population Mean with Confidence14分鐘
Estimating a Mean Difference for Paired Data10分鐘
Estimating a Difference in Population Means with Confidence (for Independent Groups)14分鐘
Introduction to Confidence Intervals in Python12分鐘
Confidence Intervals for Differences between Population Parameters21分鐘
3 個閱讀材料
Confidence Intervals: Other Considerations15分鐘
What Affects the Standard Error of an Estimate?10分鐘
3 個練習
Practice Quiz: All About Confidence Intervals30分鐘
Sample Size & Assumptions
Confidence Intervals Assessment1小時
3

## WEEK 3 - HYPOTHESIS TESTING

12 個視頻 （總計 138 分鐘）, 4 個閱讀材料, 3 個測驗
12 個視頻
Testing a One Population Proportion8分鐘
Setting Up a Test of Difference in Population Proportions7分鐘
Testing a Difference in Population Proportions8分鐘
Interview: P-Values, P-Hacking and More24分鐘
One Mean: Testing about a Population Mean with Confidence17分鐘
Testing a Population Mean Difference13分鐘
Testing for a Difference in Population Means (for Independent Groups)12分鐘
Demo: Name That Scenario2分鐘
Chocolate & Cycling Assignment2分鐘
Introduction to Hypothesis Testing in Python20分鐘
Walk-Through: Hypothesis Testing with NHANES13分鐘
4 個閱讀材料
Hypothesis Testing: Other Considerations10分鐘
The Relationship between Confidence Intervals & Hypothesis Testing5分鐘
Chocolate & Cycling Assignment Instructions5分鐘
2 個練習
Name That Scenario15分鐘
Hypothesis Testing in Python Assessment1小時
4

## WEEK 4 - LEARNER APPLICATION

6 個視頻 （總計 77 分鐘）, 4 個閱讀材料, 1 個測驗
6 個視頻
Descriptive Inference Examples for Single Variables Using Confidence Intervals12分鐘
Descriptive Inference Examples for Single Variables Using Hypothesis Testing12分鐘
Comparing Means for Two Independent Samples: An Example14分鐘
Comparing Means for Two Paired Samples: An Example12分鐘
Comparing Proportions for Two Independent Samples: An Example13分鐘
4 個閱讀材料
Assumptions Consistency5分鐘
Revisiting Examples: Accounting for Complex Samples10分鐘
Course Feedback10分鐘
Keep Learning with Michigan Online10分鐘
1 個練習
Assessment30分鐘