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学生对 约翰霍普金斯大学 提供的 生活中的数据科学 的评价和反馈

4.4
1,562 个评分
185 个审阅

课程概述

Have you ever had the perfect data science experience? The data pull went perfectly. There were no merging errors or missing data. Hypotheses were clearly defined prior to analyses. Randomization was performed for the treatment of interest. The analytic plan was outlined prior to analysis and followed exactly. The conclusions were clear and actionable decisions were obvious. Has that every happened to you? Of course not. Data analysis in real life is messy. How does one manage a team facing real data analyses? In this one-week course, we contrast the ideal with what happens in real life. By contrasting the ideal, you will learn key concepts that will help you manage real life analyses. This is a focused course designed to rapidly get you up to speed on doing data science in real life. Our goal was to make this as convenient as possible for you without sacrificing any essential content. We've left the technical information aside so that you can focus on managing your team and moving it forward. After completing this course you will know how to: 1, Describe the “perfect” data science experience 2. Identify strengths and weaknesses in experimental designs 3. Describe possible pitfalls when pulling / assembling data and learn solutions for managing data pulls. 4. Challenge statistical modeling assumptions and drive feedback to data analysts 5. Describe common pitfalls in communicating data analyses 6. Get a glimpse into a day in the life of a data analysis manager. The course will be taught at a conceptual level for active managers of data scientists and statisticians. Some key concepts being discussed include: 1. Experimental design, randomization, A/B testing 2. Causal inference, counterfactuals, 3. Strategies for managing data quality. 4. Bias and confounding 5. Contrasting machine learning versus classical statistical inference Course promo: https://www.youtube.com/watch?v=9BIYmw5wnBI Course cover image by Jonathan Gross. Creative Commons BY-ND https://flic.kr/p/q1vudb...
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Statistics review
(44 个审阅)

热门审阅

SM

Aug 20, 2017

A very good and concise course that helps to understand the basics of the Data Science and its applications. The examples are very relevant and helps to understand the topic easily.

ES

Nov 12, 2017

Highly educational course on the realities of data analysis. Many good tips for your own analyses as well as for managing others responsible for coherent and accurate analyses.

筛选依据:

1 - 生活中的数据科学 的 25 个评论(共 184 个)

创建者 Liping L

Jan 29, 2019

This is a recommended course where you understand what are the requirements for a data engineer, data manager and data scientis

创建者 Elton K

Dec 14, 2018

Interesting for a Non-Data Science Executive despite some minor spelling errors in video transcripts.

创建者 BAHAR A

Feb 24, 2019

It is a helpful course about a statistical area. I recommend it.

创建者 Ng T C

Jan 27, 2019

Good learning

创建者 pietbartolo

Apr 12, 2019

Very useful course! I really enjoyed the technical not so much the statistical part of the course.

创建者 Priyanka F P

Apr 14, 2019

Excellent technical information!

创建者 Hector R C C

Mar 17, 2019

thanks!

创建者 Jason G

Mar 18, 2019

Very informative and a good introduction into the aspects faced while doing Data Science!

创建者 Kim K R

Dec 23, 2018

GREAT COURSE!!!

创建者 Alzum S M

Jan 20, 2019

It's an excellent course. I have learnt a lot.

创建者 Jocelyn D

Sep 08, 2018

Excellent course! Very interesting!

创建者 Roque A

Sep 24, 2018

Very easy to follow with good examples. The focus on this course was on practicality and I really appreciated that

创建者 Emmanuelle M

Oct 10, 2018

Great course, although, if you are not already working or have knowledge in this particular filed/topic, it is challenging.

创建者 ELINGUI P U

Nov 08, 2018

Great practice example, great team at Zillow, and that to DataCamp

创建者 Niels v G

Feb 08, 2016

This was a great final to the Data Science Executive Specialization.

创建者 Claudia Z

Aug 20, 2017

Was great!!! love it ;)

创建者 Sanketh G

Aug 02, 2017

Detailed view on how to look at real life data

创建者 Reto W

Jul 03, 2016

Good Presentation; informative & engaging

创建者 Peter E

Mar 12, 2017

Brian Caffo does a terrific job teaching some of more advanced material, I very much appreciate his jokes and humor, as well as his helpful explanations of the material.

创建者 vikas k

Apr 27, 2016

This is really a very nice course for learning data science in solving real life problems.

创建者 Craig O

Jul 02, 2017

This emphasizes the often overlooked area of managing expectations.

创建者 龚子轩

Jun 28, 2018

I really enjoy this class!

创建者 David G

Dec 14, 2016

Nice course thx

创建者 LEE S B

Mar 22, 2017

Thanks for the awesome content!!!

创建者 Michael B

Dec 27, 2017

Great course with excellent examples.