A github repo for the Data Science in Biomedical Engineering Course.
Course calendar and the JHU academic calendar
Course location / time: JHU Homewood campus / Maryland 109, Tuesday and Thursdays 1:30 - 2:45
Lab location / time: JHU Homewood campus / Shaffer 100, Thursdays 3:00 - 4:00
Instructor ffice hours: Clark 314 B Tuesdays and Thursdays 3:00 - 4:00
Course instructor: Brian Caffo
Course instructor communication: slack
- Motivation
- Data science tools
- R programming
- Reproducible report writing
- Exploratory data analysis / interactive graphs
- Developing data products
- Probability
- Statistical inference
- Data resampling methods
- Linear Models / regression
- Generalized linear models
- Neural networks
- Statistical evaluation of engineered products
- Capstone project
All course communcation will come be over the #ds4bme channel on the ds4bme2019 slack channel. Invites to the group will be given in the first class.
A calendar of the course is here.
The course will involve three forms of evaluation: quizzes / in class programming assignments, homework and projects.
The final grade will be the average of the project, in class quiz / programming grades and homework weighted equally.
The quiz / in class programming assignment percentage will be calculated as:
(X1 + ... + Xk) / (P1 + ... + PK)
where the Xi and Pi are the student points and possible points on assessment i respectively.
The homework grade will be calculated in the same way.