An increasing volume of data is becoming available in biomedicine and healthcare, from genomic data, to electronic patient records and data collected by wearable devices. Recent advances in data science are transforming the life sciences, leading to precision medicine and stratified healthcare.
Data Science in Stratified Healthcare and Precision Medicine
爱丁堡大学课程信息
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中级
完成时间大约为17 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
您将获得的技能
Data SciencePython ProgrammingMachine LearningImage Analysis
学生职业成果
12%
完成这些课程后已开始新的职业生涯
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
可灵活调整截止日期
根据您的日程表重置截止日期。
中级
完成时间大约为17 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
提供方
爱丁堡大学
Since 1583 the University of Edinburgh has been at the forefront of innovation in education and research. Ranked 20th in the world, we have been an international leader in online learning since our first online degree launched in 2005. As part of our commitment to making learning accessible to all, we offer free courses in a variety of subjects including philosophy, health, animal welfare and STEM courses, all designed to build the skills of the global community.
教学大纲 - 您将从这门课程中学到什么
完成时间为 5 小时
Welcome to the Course
Join us this week to find out how the course works and to try your hand at programming in Python!
完成时间为 5 小时
7 个视频 （总计 52 分钟）, 8 个阅读材料, 1 个测验
7 个视频
About the Course2分钟
Demystifying Data Science4分钟
Python Basics Part 19分钟
Python Basics Part 25分钟
Professor Andrew Morris12分钟
Professor Aileen Keel15分钟
8 个阅读材料
Syllabus10分钟
Course Logistics10分钟
How to use the Discussion Forums10分钟
Course Team10分钟
Acknowledgements10分钟
Copyright10分钟
How to use Jupyter Notebooks10分钟
Programming tips & tricks10分钟
1 个练习
Quiz 130分钟
完成时间为 2 小时
WELCOME TO WEEK 2
This week you will be introduced to Sequence Processing and Medical Image Analysis. Explore the course materials to find out about recent advances in these areas and how they contribute to Precision Medicine!
完成时间为 2 小时
9 个视频 （总计 53 分钟）
9 个视频
Introduction1分钟
DNA and Sequencing3分钟
Modelling the Data3分钟
Conclusion4分钟
Professor Tim Aitman13分钟
Professor David Porteous11分钟
Introduction1分钟
Medical Imaging Data & Modalities7分钟
Analysing Medical Images5分钟
1 个练习
Quiz 230分钟
完成时间为 4 小时
WELCOME TO WEEK 3
This week you will learn about Probabilistic and Network Modelling, and how they are applied to biomedicine. You will also be introduced to Machine Learning and explore the opportunities it brings to the medical field.
完成时间为 4 小时
11 个视频 （总计 43 分钟）, 1 个阅读材料, 2 个测验
11 个视频
Introduction1分钟
Representing Networks3分钟
Biological Networks5分钟
Conclusion2分钟
Introduction2分钟
Statistical Methods in Medical Research4分钟
Conclusion3分钟
Introduction1分钟
Supervised Learning10分钟
Unsupervised Learning5分钟
Conclusion1分钟
1 个阅读材料
How the Programming Assignment works10分钟
2 个练习
Quiz 330分钟
Programming Assignment Quiz30分钟
完成时间为 3 小时
WELCOME TO WEEK 4
This week you will discover how clinical notes and other free-form text can be analysed with the use of Natural Language Processing techniques. You will also find out how Process Modelling can help us understand, stratify and improve healthcare processes.
完成时间为 3 小时
9 个视频 （总计 57 分钟）, 1 个阅读材料, 1 个测验
9 个视频
Introduction2分钟
Tasks10分钟
Computational Methods4分钟
Angus McCann from IBM7分钟
Introduction2分钟
Modelling Processes6分钟
Analysing Processes6分钟
Process Mining2分钟
Rodrigo Barnes from Aridhia13分钟
1 个阅读材料
IBM Watson10分钟
1 个练习
Quiz 430分钟
审阅
来自DATA SCIENCE IN STRATIFIED HEALTHCARE AND PRECISION MEDICINE的热门评论
由 SW 提供Jun 7, 2018
Great course, really well designed and well produced and I feel like I've learned a lot! The coding was a bit of a shock to the system but it was nice and challenging. Thank you to the team!
由 NC 提供Nov 2, 2020
This is the first course I have ever done on course. I enjoyed the course thought out the weeks, Highly recommended if anyone is interested in stratified healthcare and precision medicine.
由 SS 提供Mar 11, 2020
This is one of the excellent courses attended by me from Coursera. I am not from medical/healthcare background but got very good information about this domain. Thank you Team
由 SH 提供Feb 10, 2019
Great course to get a crash course in the basics of coding applied to this field, a great beginning step that will allow you to find what you would like to specialize in.
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