Data Science for Biologists

BIS 015L - Winter 2024

View project on GitHub

Welcome!

This is the course page for BIS 015L, Introduction to Data Science for Biologists at UC Davis.

Class Times and Contact Information

  • Tuesdays and Thursdays, 12:10-2:00p
  • SCC 2102
  • Instructor Joel Ledford
  • Office: 2220 Life Sciences, Department of Plant Biology
  • Graduate Teaching Assistant Bryshal Moore

Course Summary

In BIS 015L, you will be introduced to the fundamentals of data science with emphasis on data frequently used by biologists. We will use the R software environment to develop and practice key skills including data management, transformation, analysis, and visualization. Practical examples will span a range of disciplines including social science, ecology, evolution, and genetics. Labs will use a problem-solving approach where students build on previously learned skills culminating in a small, group-based project presented at the end of the quarter.

This class is designed for students with no background in computer programming, R, or statistics. My assumption is that you know how to turn a computer on and use a mouse- that’s it!

Please read the course syllabus.

Labs

  1. Lab 1 part 1 part 2
  2. Lab 2 part 1 part 2
  3. Lab 3 part 1 part 2
  4. Lab 4 part 1 part 2
  5. Lab 5 part 1 part 2
  6. Lab 6 part 1 part 2
  7. Lab 7 part 1 part 2
  8. Lab 8 part 1 part 2
  9. Lab 9 part 1 part 2
  10. Lab 10 part 1 part 2
  11. Lab 11 part 1 part 2
  12. Lab 12 part 1 part 2
  13. Lab 13 part 1 part 2
  14. Lab 14 part 1 part 2

Homework

  1. Homework 1 HW 1
  2. Homework 2 HW 2
  3. Homework 3 HW 3
  4. Homework 4 HW 4
  5. Homework 5 HW 5
  6. Homework 6 HW 6
  7. Homework 7 HW 7
  8. Homework 8 HW 8
  9. Homework 9 HW 9
  10. Homework 10 HW 10
  11. Homework 11 HW 11
  12. Homework 12 HW 12
  13. Homework 13 HW 13

Midterm

  1. Midterm 1 Midterm1
  2. Midterm 2 Midterm2

Reading

R for Data Science, Grolemund and Wickham (2017).

Setup Your Computer

Easy setup instructions for your personal computer.

About the Class

This class has been developed with the generous help of Hannah Houts, Katherine Ransom, Rebecca Godwin, Min-Yao Jhu, Julin Maloof, and the students of BIS 15L!