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Kursteilnehmer-Bewertung und -Feedback für Data Science in Real Life von Johns Hopkins University

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2,262 Bewertungen
272 Bewertungen

Über den Kurs

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...
Highlights
Statistics review
(44 Bewertungen)

Top-Bewertungen

SM
19. Aug. 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
11. Nov. 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.

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76 - 100 von 274 Bewertungen für Data Science in Real Life

von Manuel E

8. Juli 2019

Good review of everything that can go wrong… and eventually will.

von BAHAR A

24. Feb. 2019

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

von Martin B

19. Juni 2018

Enjoyed it very much. Keep it up guys ;-) Greetings from germany

von SOM D M

1. März 2017

Great Course for Learning Data science practical applications.

von olive

27. Sep. 2016

Excellent experience - I cant wait for the capstone project.

von Fayez A S

7. Juli 2019

It opened new understanding for me. Loved every bit of it.

von Tunga L

20. Juni 2020

Excellent course. Awesome Faculty, Interesting Quizzes,

von Alessandro F

10. Nov. 2016

somewhat demanding in some of the points but effective

von Larry J C

16. Apr. 2021

Excellent class I've learned a lot about Data Science

von Joseph S

1. Aug. 2017

Excellent presentation. Very practical and relevant.

von Chris S

17. Juli 2016

Like this one as well as the others in the series

von Ajay P

21. Feb. 2016

Excellent course, material and superior teaching.

von Sudheer M

24. Aug. 2017

good insights into the approach we should pursue

von SJ H

14. Juni 2020

Brian Caffo is somebody who knows how to teach.

von Alzum S M

19. Jan. 2019

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

von Sanketh G

2. Aug. 2017

Detailed view on how to look at real life data

von Ghada

14. Feb. 2016

wonderful in all ways, I really enjoyed it!

von Deleted A

10. Juni 2019

Claridad del contenido entregado del curso

von Yonathan M P

8. Juni 2019

Great course!!!!! Tons of useful insights!

von Reto W

3. Juli 2016

Good Presentation; informative & engaging

von Sateesh K R

10. März 2016

Excellent overview course on Data Science

von Cheleen

9. Juli 2020

Its very easy and useful to oru studies

von Silvia T

3. Mai 2018

Another fantastic course in the series.

von Dr N B T

20. Mai 2020

Very interesting and informative class

von José B A F

12. Feb. 2018

I learned everything I hoped to learn