课程信息
4.6
18 ratings
7 reviews
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. In this course, you will learn about some of the different types of data and computational methods involved in stratified healthcare and precision medicine. You will have a hands-on experience of working with such data. And you will learn from leaders in the field about successful case studies. Topics include: (i) Sequence Processing, (ii) Image Analysis, (iii) Network Modelling, (iv) Probabilistic Modelling, (v) Machine Learning, (vi) Natural Language Processing, (vii) Process Modelling and (viii) Graph Data. Watch the course promo video here: http://edin.ac/2pn350P...
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100% 在线课程

立即开始,按照自己的计划学习。
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可灵活调整截止日期

根据您的日程表重置截止日期。
Intermediate Level

中级

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建议:5 weeks of study, 3-4 hours/week

完成时间大约为16 小时
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English

字幕:English

您将获得的技能

Machine LearningPython ProgrammingImage AnalysisNatural Language Processing
Globe

100% 在线课程

立即开始,按照自己的计划学习。
Calendar

可灵活调整截止日期

根据您的日程表重置截止日期。
Intermediate Level

中级

Clock

建议:5 weeks of study, 3-4 hours/week

完成时间大约为16 小时
Comment Dots

English

字幕:English

教学大纲 - 您将从这门课程中学到什么

1

章节
Clock
完成时间为 6 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!...
Reading
7 个视频(共 52 分钟), 8 个阅读材料, 1 个测验
Video7 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
Reading8 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
Quiz1 个练习
Quiz 120分钟

2

章节
Clock
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!...
Reading
9 个视频(共 53 分钟), 1 个测验
Video9 个视频
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
Quiz1 个练习
Quiz 220分钟

3

章节
Clock
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....
Reading
11 个视频(共 43 分钟), 1 个阅读材料, 2 个测验
Video11 个视频
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
Reading1 个阅读材料
How the Programming Assignment works10分钟
Quiz2 个练习
Quiz 320分钟
Programming Assignment Quiz20分钟

4

章节
Clock
完成时间为 2 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....
Reading
9 个视频(共 57 分钟), 1 个阅读材料, 1 个测验
Video9 个视频
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
Reading1 个阅读材料
IBM Watson10分钟
Quiz1 个练习
Quiz 420分钟
4.6

热门审阅

创建者 SWJun 8th 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!

创建者 DCJun 25th 2018

The course fulfills all my expectations, I'm looking forward to enrolling in a further version of it.

讲师

Dr Areti Manataki

Teaching and Research Fellow
Centre for Medical Informatics

Dr Frances Wong

Data Science MOOC Project Lead
College of Science and Engineering

关于 The University of Edinburgh

Influencing the world since 1583, The University of Edinburgh is consistently ranked as one of the world's top 50 universities. Today, we are an established and global leader in online learning, providing degree-level education to 3,000 online students in addition to 36,000 students on-campus. We also offer a wide range of free online courses in a variety of subjects. To find out more about studying for one of our online degrees, search for ‘Edinburgh online’ or visit www.ed.ac.uk/studying/online-learning/postgraduate ...

常见问题

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

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