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.
提供方
Data Science in Stratified Healthcare and Precision Medicine
爱丁堡大学
課程信息
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學生職業成果
20%
完成這些課程後已開始新的職業生涯
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通過此課程獲得實實在在的工作福利
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中級
完成時間大約為17 小時
英語（English）
字幕：英語（English）
您將獲得的技能
Data SciencePython ProgrammingMachine LearningImage Analysis
學生職業成果
20%
完成這些課程後已開始新的職業生涯
14%
通過此課程獲得實實在在的工作福利
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。
可靈活調整截止日期
根據您的日程表重置截止日期。
中級
完成時間大約為17 小時
英語（English）
字幕：英語（English）
提供方
爱丁堡大学
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
教學大綱 - 您將從這門課程中學到什麼
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!
完成時間為 5 小時
7 個視頻 （總計 52 分鐘）, 8 個閱讀材料, 1 個測驗
7 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
8 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
1 個練習
Quiz 120分鐘
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!
完成時間為 2 小時
9 個視頻 （總計 53 分鐘）
9 個視頻
Introduction1分鐘
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
1 個練習
Quiz 220分鐘
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.
完成時間為 4 小時
11 個視頻 （總計 43 分鐘）, 1 個閱讀材料, 2 個測驗
11 個視頻
Introduction1分鐘
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
1 個閱讀材料
How the Programming Assignment works10分鐘
2 個練習
Quiz 320分鐘
Programming Assignment Quiz20分鐘
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.
完成時間為 2 小時
9 個視頻 （總計 57 分鐘）, 1 個閱讀材料, 1 個測驗
9 個視頻
Introduction2分鐘
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
1 個閱讀材料
IBM Watson10分鐘
1 個練習
Quiz 420分鐘
審閱
4.6
來自DATA SCIENCE IN STRATIFIED HEALTHCARE AND PRECISION MEDICINE的熱門評論
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 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.\n\nThank 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.
由 SK 提供Dec 26, 2019
good introduction to data sciences from a healthcare perspective\n\ni particularly enjoyed the intro to coding and machine learning,\n\nboth instructors were excellent
由 SP 提供Oct 30, 2019
An excellent introduction to Data Science in healthcare!\n\nOverall, this course was very knowledgeable, interactive, challenging and fun!\n\nThank you Coursera!
由 SR 提供Apr 18, 2019
Excellent introduction to use of data science in healthcare with hands-on training in machine learning and NLP. Great course.
由 SJ 提供Aug 31, 2018
One of the great course I have ever done through coursera! Thank you to Dr.Wong and Dr.Areti for their great contribution!
由 KA 提供Jun 26, 2019
A very knowledgeable course that gives insight into the upcoming advances in healthcare with the help of data science.
由 DC 提供Jun 24, 2018
The course fulfills all my expectations, I'm looking forward to enrolling in a further version of it.
由 FA 提供Feb 3, 2019
Great course. It was so intriguing I had to go through the videos non-stop!
由 AH 提供May 29, 2018
Compact course in introducing Precision medicine through Data Science
由 BM 提供Aug 1, 2018
Very insight full and packs quite the punch in terms of content
由 RA 提供Aug 16, 2018
A good insight on healthcare perspective of data sciences.
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