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Approx. 22 hours to complete

Suggested: 3-5 hours/week...

English

Subtitles: English

Skills you will gain

StatisticsConfidence IntervalStatistical Hypothesis TestingBiostatistics

100% online

Start instantly and learn at your own schedule.

Approx. 22 hours to complete

Suggested: 3-5 hours/week...

English

Subtitles: English

Syllabus - What you will learn from this course

Content Rating94%(2,145 ratings)
Week
1

Week 1

5 hours to complete

Introduction, Probability, Expectations, and Random Vectors

5 hours to complete
13 videos (Total 179 min), 2 readings, 2 quizzes
13 videos
Biostatistics and Experiments12m
Set Notation and Probability14m
Probability22m
Random Variables6m
PMFs and PDFs17m
CDFs, Survival Functions, and Quantiles11m
Expected Values12m
Variances and Chebyshev's Inequality18m
Random Vectors and Independence17m
Correlation10m
Variance Properties and Sample Variance22m
Syllabus10m
Faculty10m
2 practice exercises
Module 1 Homework40m
Module 1 Quiz: Introduction, Probability, Expectations, and Random Vectors40m
Week
2

Week 2

4 hours to complete

Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics

4 hours to complete
7 videos (Total 157 min)
7 videos
Bayes' Rule and DLRs23m
Likelihood32m
Bernoulli Distribution and Binomial Trials15m
The Normal Distribution28m
Limits and LLN18m
CLT and Confidence Intervals23m
2 practice exercises
Module 2 Homework26m
Module 2 Quiz: Conditional Probability, Bayes' Rule, Likelihood, Distributions, and Asymptotics32m
Week
3

Week 3

3 hours to complete

Confidence Intervals, Bootstrapping, and Plotting

3 hours to complete
7 videos (Total 121 min)
7 videos
Student's t Distribution and CI for Normal Means19m
Profile Likelihoods8m
T Confidence Intervals24m
Plotting22m
The Jackknife12m
Bootstrapping17m
2 practice exercises
Module 3 Homework20m
Module 3 Quiz: Confidence Intervals, Bootstrapping, and Plotting22m
Week
4

Week 4

2 hours to complete

Binomial Proportions and Logs

2 hours to complete
3 videos (Total 71 min)
3 videos
Binomial Proportions Part B36m
Logs27m
2 practice exercises
Module 4 Homework10m
Module 4 Quiz: Binomial Proportions and Logs10m
4.5
61 Reviews

Top reviews from Mathematical Biostatistics Boot Camp 1

By DHJun 5th 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.

By PBJan 12th 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.

Brian Caffo, PhD

Professor, Biostatistics
Bloomberg School of Public Health
901,944 Learners
21 Courses