課程信息

108,187 次近期查看

學生職業成果

50%

通過此課程獲得實實在在的工作福利

50%

加薪或升職
可分享的證書
完成後獲得證書
100% 在線
立即開始,按照自己的計劃學習。
第 2 門課程(共 3 門)
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中級

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

完成時間大約為18 小時
英語(English)
字幕:英語(English), 韓語

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

學生職業成果

50%

通過此課程獲得實實在在的工作福利

50%

加薪或升職
可分享的證書
完成後獲得證書
100% 在線
立即開始,按照自己的計劃學習。
第 2 門課程(共 3 門)
可靈活調整截止日期
根據您的日程表重置截止日期。
中級

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

完成時間大約為18 小時
英語(English)
字幕:英語(English), 韓語

提供方

密歇根大学 徽標

密歇根大学

教學大綱 - 您將從這門課程中學到什麼

內容評分Thumbs Up91%(1,763 個評分)Info
1

1

完成時間為 3 小時

WEEK 1 - OVERVIEW & INFERENCE PROCEDURES

完成時間為 3 小時
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
About Our Datasets2分鐘
Help Us Learn More About You!10分鐘
This or That Reference10分鐘
1 個練習
Python Basics Assessment15分鐘
2

2

完成時間為 5 小時

WEEK 2 - CONFIDENCE INTERVALS

完成時間為 5 小時
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
Additional Practice: Confidence Intervals1分鐘
3 個練習
Practice Quiz: All About Confidence Intervals30分鐘
Sample Size & Assumptions
Confidence Intervals Assessment1小時
3

3

完成時間為 6 小時

WEEK 3 - HYPOTHESIS TESTING

完成時間為 6 小時
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
Additional Practice: Hypothesis Testing1分鐘
2 個練習
Name That Scenario15分鐘
Hypothesis Testing in Python Assessment1小時
4

4

完成時間為 4 小時

WEEK 4 - LEARNER APPLICATION

完成時間為 4 小時
6 個視頻 (總計 77 分鐘), 3 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
3 個閱讀材料
Assumptions Consistency5分鐘
Revisiting Examples: Accounting for Complex Samples10分鐘
Course Feedback10分鐘
1 個練習
Assessment30分鐘

審閱

來自INFERENTIAL STATISTICAL ANALYSIS WITH PYTHON的熱門評論

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關於 Statistics with Python 專項課程

This specialization is designed to teach learners beginning and intermediate concepts of statistical analysis using the Python programming language. Learners will learn where data come from, what types of data can be collected, study data design, data management, and how to effectively carry out data exploration and visualization. They will be able to utilize data for estimation and assessing theories, construct confidence intervals, interpret inferential results, and apply more advanced statistical modeling procedures. Finally, they will learn the importance of and be able to connect research questions to the statistical and data analysis methods taught to them....
Statistics with Python

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