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---
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---

# Acknowledgments

We'd like to thank everyone that has contributed to the development of
[*Data Science: A First Introduction*](https://datasciencebook.ca).
This is an open source textbook that began as a collection of course readings
for DSCI 100, a new introductory data science course
at the University of British Columbia (UBC).
Several faculty members in the UBC Department of Statistics
were pivotal in shaping the direction of that course,
and as such, contributed greatly to the broad structure and
list of topics in this book. We would especially like to thank Matías
Salibían-Barrera for his mentorship during the initial development and roll-out
of both DSCI 100 and this book. His door was always open when
we needed to chat about how to best introduce and teach data science to our first-year students.
We would also like to thank Gabriela Cohen Freue for her DSCI 561 (Regression I) teaching materials
from the UBC Master of Data Science program, as some of our linear regression figures were inspired from these.

We would also like to thank all those who contributed to the process of
publishing this book. In particular, we would like to thank all of our reviewers for their feedback and suggestions:
Rohan Alexander, Isabella Ghement, Virgilio Gómez Rubio, Albert Kim, Adam Loy, Maria Prokofieva, Emily Riederer, and Greg Wilson.
The book was improved substantially by their insights.
We would like to give special thanks to Jim Zidek
for his support and encouragement throughout the process, and to
Roger Peng for graciously offering to write the Foreword.

Finally, we owe a debt of gratitude to all of the students of DSCI 100 over the past
few years. They provided invaluable feedback on the book and worksheets;
they found bugs for us (and stood by very patiently in class while
we frantically fixed those bugs); and they brought a level of enthusiasm to the class
that sustained us during the hard work of creating a new course and writing a textbook.
Our interactions with them taught us how to teach data science, and that learning
is reflected in the content of this book.


## Acknowledgments for the Python Edition

We'd like to thank everyone that has contributed to the development of
[*Data Science: A First Introduction with Python*](https://python.datasciencebook.ca).
This is an open source Python translation of the original
book, which focused on the R programming language. Both of these books are
used to teach DSCI 100 at the University of British Columbia (UBC).
We would like to give special thanks to Navya Dahiya and Gloria Ye
for completing the first round of translation of the R material to Python,
and to Philip Austin for his leadership and guidance throughout the translation process.
We also gratefully acknowledge the UBC Open Educational Resources Fund, the UBC Department of Statistics,
and the UBC Department of Earth, Ocean, and Atmospheric Sciences for supporting the translation of
the original R textbook and exercises to the Python programming language.
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---

# About the authors

The original version of this textbook was developed by Tiffany Timbers, Trevor
Campbell, and Melissa Lee for the R programming language. The content of the R
textbook was adapted to Python by Trevor Campbell, Joel Ostblom, and Lindsey
Heagy.

**[Tiffany Timbers](https://www.tiffanytimbers.com/)** is an Associate Professor of Teaching in the Department of
Statistics and Co-Director for the Master of Data Science program (Vancouver
Option) at the University of British Columbia. In these roles she teaches and
develops curriculum around the responsible application of Data Science to solve
real-world problems. One of her favorite courses she teaches is a graduate
course on collaborative software development, which focuses on teaching how to
create R and Python packages using modern tools and workflows.

+++

**[Trevor Campbell](https://trevorcampbell.me/)** is an Associate Professor in the Department of Statistics at
the University of British Columbia. His research focuses on automated, scalable
Bayesian inference algorithms, Bayesian nonparametrics, streaming data, and
Bayesian theory. He was previously a postdoctoral associate advised by Tamara
Broderick in the Computer Science and Artificial Intelligence Laboratory
(CSAIL) and Institute for Data, Systems, and Society (IDSS) at MIT, a Ph.D.
candidate under Jonathan How in the Laboratory for Information and Decision
Systems (LIDS) at MIT, and before that he was in the Engineering Science
program at the University of Toronto.

+++

**[Melissa Lee](https://www.stat.ubc.ca/users/melissa-lee)** is an Assistant Professor of Teaching in the Department of
Statistics at the University of British Columbia. She teaches and develops
curriculum for undergraduate statistics and data science courses. Her work
focuses on student-centered approaches to teaching, developing and assessing
open educational resources, and promoting equity, diversity, and inclusion
initiatives.

+++

**[Joel Ostblom](https://joelostblom.com/)** is an Assistant Professor of Teaching in the Department of
Statistics at the University of British Columbia.
During his PhD, Joel developed a passion for data science and reproducibility
through the development of quantitative image analysis pipelines for studying
stem cell and developmental biology. He has since co-created or lead the
development of several courses and workshops at the University of Toronto and
is now an assistant professor of teaching in the statistics department at the
University of British Columbia. Joel cares deeply about spreading data literacy
and excitement over programmatic data analysis, which is reflected in his
contributions to open source projects and data science learning resources.

+++

**[Lindsey Heagy](https://lindseyjh.ca/)** is an Assistant Professor in the Department of Earth, Ocean, and Atmospheric
Sciences and director of the Geophysical Inversion Facility at the University of British Columbia.
Her research combines computational methods in numerical simulations, inversions, and machine
learning to answer questions about the subsurface of the Earth. Primary applications include
mineral exploration, carbon sequestration, groundwater and environmental studies. She
completed her BSc at the University of Alberta, her PhD at the University of British Columbia,
and held a Postdoctoral research position at the University of California Berkeley prior to
starting her current position at UBC.

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