Learn fundamental concepts in data analysis and statistical inference, focusing on one and two independent samples.
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このコースについて
習得するスキル
- Statistics
- Statistical Hypothesis Testing
- Biostatistics
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ジョンズ・ホプキンズ大学(Johns Hopkins University)
The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.
シラバス - 本コースの学習内容
Hypothesis Testing
In this module, you'll get an introduction to hypothesis testing, a core concept in statistics. We'll cover hypothesis testing for basic one and two group settings as well as power. After you've watched the videos and tried the homework, take a stab at the quiz.
Two Binomials
In this module we'll be covering some methods for looking at two binomials. This includes the odds ratio, relative risk and risk difference. We'll discussing mostly confidence intervals in this module and will develop the delta method, the tool used to create these confidence intervals. After you've watched the videos and tried the homework, take a crack at the quiz!
Discrete Data Settings
In this module, we'll discuss testing in discrete data settings. This includes the famous Fisher's exact test, as well as the many forms of tests for contingency table data. You'll learn the famous observed minus expected squared over the expected formula, that is broadly applicable.
Techniques
This module is a bit of a hodge podge of important techniques. It includes methods for discrete matched pairs data as well as some classical non-parametric methods.
レビュー
- 5 stars56.36%
- 4 stars27.27%
- 3 stars12.72%
- 2 stars0.90%
- 1 star2.72%
MATHEMATICAL BIOSTATISTICS BOOT CAMP 2 からの人気レビュー
Thank you Dr Brian for the in-depth teaching from fundamental to application in real-world healthcare research
The course is extremely structured. It is a fantastic "boot camp" for students who would like to learn statistics, opening the door of future data analysis.
Please, make a reboot of this course with some improvements in the material.
More examples
More solved exercises.
More homework.
Goode videos and teacher. The videos are old and it will be perfect to refresh them and make it more interactive.
Advanced Statistics for Data Science専門講座について
Fundamental concepts in probability, statistics and linear models are primary building blocks for data science work. Learners aspiring to become biostatisticians and data scientists will benefit from the foundational knowledge being offered in this specialization. It will enable the learner to understand the behind-the-scenes mechanism of key modeling tools in data science, like least squares and linear regression.

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