課程信息
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% 在線課程

立即開始,按照自己的計劃學習。
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Intermediate Level

中級

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建議:5 weeks of study, 3-4 hours/week

完成時間大約為16 小時
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English

字幕:English

您將獲得的技能

Machine LearningPython ProgrammingImage AnalysisData Science
Globe

100% 在線課程

立即開始,按照自己的計劃學習。
Calendar

可靈活調整截止日期

根據您的日程表重置截止日期。
Intermediate Level

中級

Clock

建議:5 weeks of study, 3-4 hours/week

完成時間大約為16 小時
Comment Dots

English

字幕:English

教學大綱 - 您將從這門課程中學到什麼

1

章節
Clock
完成時間為 5 小時

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 個視頻(共 52 分鐘), 8 個閱讀材料, 1 個測驗
Video7 個視頻
About the Course2分鐘
Demystifying Data Science4分鐘
Python Basics Part 19分鐘
Python Basics Part 25分鐘
Professor Andrew Morris12分鐘
Professor Aileen Keel15分鐘
Reading8 個閱讀材料
Syllabus10分鐘
Course Logistics10分鐘
How to use the Discussion Forums10分鐘
Course Team10分鐘
Acknowledgements10分鐘
Copyright10分鐘
How to use Jupyter Notebooks10分鐘
Programming tips & tricks10分鐘
Quiz1 個練習
Quiz 120分鐘

2

章節
Clock
完成時間為 2 小時

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 個視頻(共 53 分鐘), 1 個測驗
Video9 個視頻
DNA and Sequencing3分鐘
Modelling the Data3分鐘
Conclusion4分鐘
Professor Tim Aitman13分鐘
Professor David Porteous11分鐘
Introduction1分鐘
Medical Imaging Data & Modalities7分鐘
Analysing Medical Images5分鐘
Quiz1 個練習
Quiz 220分鐘

3

章節
Clock
完成時間為 4 小時

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 個視頻(共 43 分鐘), 1 個閱讀材料, 2 個測驗
Video11 個視頻
Representing Networks3分鐘
Biological Networks5分鐘
Conclusion2分鐘
Introduction2分鐘
Statistical Methods in Medical Research4分鐘
Conclusion3分鐘
Introduction1分鐘
Supervised Learning10分鐘
Unsupervised Learning5分鐘
Conclusion1分鐘
Reading1 個閱讀材料
How the Programming Assignment works10分鐘
Quiz2 個練習
Quiz 320分鐘
Programming Assignment Quiz20分鐘

4

章節
Clock
完成時間為 2 小時

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 個視頻(共 57 分鐘), 1 個閱讀材料, 1 個測驗
Video9 個視頻
Tasks10分鐘
Computational Methods4分鐘
Angus McCann from IBM7分鐘
Introduction2分鐘
Modelling Processes6分鐘
Analysing Processes6分鐘
Process Mining2分鐘
Rodrigo Barnes from Aridhia13分鐘
Reading1 個閱讀材料
IBM Watson10分鐘
Quiz1 個練習
Quiz 420分鐘
4.6

熱門審閱

創建者 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!

創建者 DCJun 25th 2018

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

講師

Dr Areti Manataki

Teaching and Research Fellow
Centre for Medical Informatics

Dr Frances Wong

Data Science MOOC Project Lead
College of Science and Engineering

關於 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 ...

常見問題

  • 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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