This course will prepare you to complete all parts of the Clinical Data Science Specialization. In this course you will learn how clinical data are generated, the format of these data, and the ethical and legal restrictions on these data. You will also learn enough SQL and R programming skills to be able to complete the entire Specialization - even if you are a beginner programmer. While you are taking this course you will have access to an actual clinical data set and a free, online computational environment for data science hosted by our Industry Partner Google Cloud.
提供方
Clinical Data Science 專項課程科罗拉多大学系统課程信息
20,200 次近期查看
學生職業成果
20%
完成這些課程後已開始新的職業生涯
27%
通過此課程獲得實實在在的工作福利
25%
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 1 門課程（共 6 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
Some programming experience in any language.
完成時間大約為8 小時
英語（English）
字幕：法語（French）, （歐洲人講的）葡萄牙語, 俄語（Russian）, 英語（English）, 西班牙語（Spanish）
您將學到的內容有
Describe how each type of clinical data are generated, specifically outlining who creates the data, when and why the data are generated.
Write SQL code to combine two or more tables using database joins.
Write R code to manipulate and tidy data including: selecting columns, filtering rows, and joining data sets.
Write markdown formatted text and combine with R code in RMarkdown documents.
學生職業成果
20%
完成這些課程後已開始新的職業生涯
27%
通過此課程獲得實實在在的工作福利
25%
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 1 門課程（共 6 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
Some programming experience in any language.
完成時間大約為8 小時
英語（English）
字幕：法語（French）, （歐洲人講的）葡萄牙語, 俄語（Russian）, 英語（English）, 西班牙語（Spanish）
提供方
科罗拉多大学系统
The University of Colorado is a recognized leader in higher education on the national and global stage. We collaborate to meet the diverse needs of our students and communities. We promote innovation, encourage discovery and support the extension of knowledge in ways unique to the state of Colorado and beyond.
教學大綱 - 您將從這門課程中學到什麼
完成時間為 2 小時
Welcome to the Clinical Data Science Specialization
Learn what clinical data science is all about and get access to the free technology environment hosted by Google Cloud!
完成時間為 2 小時
4 個視頻 （總計 16 分鐘）, 5 個閱讀材料, 2 個測驗
4 個視頻
Introduction to Clinical Data Science3分鐘
Clinical Data Regulations5分鐘
Introduction to the MIMIC-III Data Set4分鐘
5 個閱讀材料
Introduction to Specialization Instructors5分鐘
Course Policies5分鐘
Accessing Course Data and Technology Platform15分鐘
Regulations and Health Privacy Resources10分鐘
MIMIC-III Resources and References10分鐘
2 個練習
Week 1 Practice Quiz30分鐘
Week 1 Assessment30分鐘
完成時間為 1 小時
Introduction: Clinical Data
Clinical data are complex. Walk through the four-W's of clinical data to understand where they come from and what they look like.
完成時間為 1 小時
7 個視頻 （總計 35 分鐘）
7 個視頻
Encounters4分鐘
Billing Data5分鐘
Laboratory Data7分鐘
Medication Data7分鐘
Clinical Observation Data1分鐘
Demographics, Social and Family History2分鐘
2 個練習
Week 2 Practice Quiz30分鐘
Week 2 Assessment16分鐘
完成時間為 3 小時
Tools: SQL
Develop basic skills in SQL (Structured Query Language) and query the real clinical data set used in the Clinical Data Science Specialization.
完成時間為 3 小時
5 個視頻 （總計 18 分鐘）, 6 個閱讀材料, 2 個測驗
5 個視頻
Querying Tables with SQL2分鐘
Joining Tables with SQL4分鐘
Aggregating Data with SQL4分鐘
Introduction to Google BigQuery3分鐘
6 個閱讀材料
Introduction and Learning Objectives for Programming Examples and Exercises5分鐘
Guide to Google BigQuery Interface10分鐘
Querying and Aggregating Individual Tables with Google BigQuery 45分鐘
Querying and Joining Multiple Tables with Google BigQuery30分鐘
Joining Tables with SQL15分鐘
Note about the Assessment2分鐘
2 個練習
Programming Exercises Practice Quiz30分鐘
Week 3 Assessment20分鐘
完成時間為 2 小時
Tools: R and the Tidyverse
Learn how to use the tidyverse to implement your Clinical Data Science Workflow in R.
完成時間為 2 小時
2 個視頻 （總計 6 分鐘）, 3 個閱讀材料, 2 個測驗
3 個閱讀材料
Working with RMarkdown Documents10分鐘
The Data Scientist's Workflow1 小時 15 分
Note about the Assessment2分鐘
2 個練習
Programming Exercises Practice Quiz22分鐘
Week 4 Assessment
審閱
來自INTRODUCTION TO CLINICAL DATA SCIENCE的熱門評論
由 KY 提供2020年11月15日
The course is great overall. But when it comes to teaching SQL and R, there is too much to learn with just a few explanation. It is not easy for those who do not have background knowledge on those.
由 AS 提供2019年10月28日
Very nice overview of a very complex topic. Somewhat superficial in some areas, but this is an introduction class and covered everything to an acceptable degree. A very intimidating topic.
由 RR 提供2020年5月23日
Nice bite sized pieces, with relevant application to querying hospital database using (pre-requisite knowledge) of SQL and R-prog. Definitely useful for my speciality and line of work.
由 ET 提供2019年10月14日
One great course I will recommend to people. Had the chance to learn so much, especially about the MIMIC III dataset as I am using it for a project in AI. Thank you for this course.
關於 Clinical Data Science 專項課程
Are you interested in how to use data generated by doctors, nurses, and the healthcare system to improve the care of future patients? If so, you may be a future clinical data scientist!
常見問題
我什么时候能够访问课程视频和作业？
我订阅此专项课程后会得到什么？
Is financial aid available?
I live in an area that restricts access to Google products. Will I be able to complete the specialization?
還有其他問題嗎？請訪問 學生幫助中心。
