This class presents the fundamental probability and statistical concepts used in elementary data analysis. It will be taught at an introductory level for students with junior or senior college-level mathematical training including a working knowledge of calculus. A small amount of linear algebra and programming are useful for the class, but not required.
提供方
数学生物统计学入门 1
约翰霍普金斯大学
课程信息
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您将获得的技能
StatisticsConfidence IntervalStatistical Hypothesis TestingBiostatistics
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完成时间大约为22 小时
建议：3-5 hours/week
英语（English）
字幕：英语（English）
教学大纲 - 您将从这门课程中学到什么
完成时间为 5 小时
Introduction, Probability, Expectations, and Random Vectors
You are about to undergo an intense and demanding immersion into the world of mathematical biostatistics. Over the next few weeks, you will learn about probability, expectations, conditional probabilities, distributions, confidence intervals, bootstrapping, binomial proportions, and much more. Module 1 covers experiments, probability, variables, mass functions, density functions, cumulative distribution functions, expectations, variations, and vectors.
完成时间为 5 小时
13 个视频 （总计 179 分钟）, 2 个阅读材料, 2 个测验
13 个视频
Biostatistics and Experiments12分钟
Set Notation and Probability14分钟
Probability22分钟
Random Variables6分钟
PMFs and PDFs17分钟
CDFs, Survival Functions, and Quantiles11分钟
Expected Values12分钟
Rules About Expected Values10分钟
Variances and Chebyshev's Inequality18分钟
Random Vectors and Independence17分钟
Correlation10分钟
Variance Properties and Sample Variance22分钟
2 个阅读材料
Syllabus10分钟
Faculty10分钟
2 个练习
Module 1 Homework40分钟
Module 1 Quiz: Introduction, Probability, Expectations, and Random Vectors40分钟
完成时间为 4 小时
Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics
This module covers Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics. These are the most fundamental core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts.
完成时间为 4 小时
7 个视频 （总计 157 分钟）
7 个视频
Bayes' Rule and DLRs23分钟
Likelihood32分钟
Bernoulli Distribution and Binomial Trials15分钟
The Normal Distribution28分钟
Limits and LLN18分钟
CLT and Confidence Intervals23分钟
2 个练习
Module 2 Homework26分钟
Module 2 Quiz: Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics32分钟
完成时间为 3 小时
Confidence Intervals, Bootstrapping, and Plotting
This module covers Confidence Intervals, Bootstrapping, and Plotting. These are core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts.
完成时间为 3 小时
7 个视频 （总计 121 分钟）
7 个视频
Student's t Distribution and CI for Normal Means19分钟
Profile Likelihoods8分钟
T Confidence Intervals24分钟
Plotting22分钟
The Jackknife12分钟
Bootstrapping17分钟
2 个练习
Module 3 Homework20分钟
Module 3 Quiz: Confidence Intervals, Bootstrapping, and Plotting22分钟
完成时间为 2 小时
Binomial Proportions and Logs
This module covers Binomial Proportions and Logs. These are core concepts in mathematical biostatistics and statistics. After this module you should be able to recognize and be functional in these key concepts.
完成时间为 2 小时
3 个视频 （总计 71 分钟）
2 个练习
Module 4 Homework10分钟
Module 4 Quiz: Binomial Proportions and Logs10分钟
审阅
4.5
来自数学生物统计学入门 1的热门评论
由 DH 提供Jun 4, 2017
I knew a lot about probability before starting this course, but I didn't know much of anything about frequentist statistics. This course helped me understand some tricky concepts.
由 PB 提供Jan 11, 2016
Very concise, well-presented course. This was my second time taking it as a refresher. Prof. Caffo does a great job presenting the materials. However, prepare to be challenged.
由 JB 提供Jul 8, 2017
Great course, though a little difficult in parts, particularly the first week. Worth working through though for a better understanding of probability and statistics.
由 BE 提供Apr 5, 2018
This course is phenomenally well developed with great curriculum and materials for building astrong base to enter into statistics with a strong base of knowledge.
由 KJ 提供May 31, 2017
Overall good lectures and good practice material. Certainly not an introductory stat course - requires working knowledge of calculus and basic biostats.
由 NB 提供Jan 17, 2016
I enjoyed the course. I wish there was perhaps a little more evaluation along the way (maybe occasional in-lecture questions), but otherwise very nice.
由 HC 提供Jan 3, 2016
Good course, needs updating, since it was a first generation course. Worth taking, but make sure to review a bit of Calculus, especially integration.
由 JY 提供Oct 19, 2015
Topics presented well for comprehension, good lecture quality.\n\nThese topics are covered in grad level statistics courses at certain universities.
由 MC 提供Aug 30, 2017
The content is in-depth and the instructor is knowledgeable, but the quiz demands a quite wide knowledge base and does not provide feedback.
由 AB 提供Dec 3, 2015
Thank you very much for your course. It is clear and to the point.\n\nBut it was very difficult to perceive a video-lectures of 30 minutes.
由 HB 提供Jun 1, 2018
A whirlwind tour of statistics. Questions are very tough. You have to rack your brains hard, to solve them. But well worth the effort.
由 DL 提供Sep 7, 2018
Love the course, and its willingness to delve into the basics of the theory behind biostatistics. Wish there were more like it.
由 MS 提供Mar 27, 2018
I liked the course. Need good maths skills. Would prefer to have a review/HW after each lecture than at the end of each week.
由 VV 提供Sep 8, 2018
Great course, excellent homework/quizzes and comparatively rigorous treatment by a great Prof.
由 ML 提供Nov 26, 2015
I wish this Johns Hopkins course is more interactive. Like the Ohio State Calculus One class.
由 AB 提供Jul 2, 2017
A solid course on some of the fundamental principles of statistics and probability.
由 EP 提供Nov 1, 2017
Very advanced, I liked instructor, the way he explained, very understandable!
由 AL 提供Feb 9, 2017
Lectures are rigorous. Homework and Quiz problems are very helpful!
由 WB 提供Oct 26, 2016
I wish there had been explanations on the homework assignments.
由 AB 提供Feb 22, 2016
Statistics was never this interesting! Thanks a ton Bryan!
提供方
约翰霍普金斯大学
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.
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