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Notes from courses and workshops I've taught or assisted with at UC Davis and UC Berkeley.

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Teaching Notes

What's in this repository?

  1. Notes that aren't for specific courses.
  2. Notes from when I was a teaching assistant at UC Davis (2013 - 2018):
Year(s) Term Course Topics
2017-18 Spring STA 160 Applied statistics projects
2017-18 Winter STA 141B Python, Data extraction & cleaning
2016-17 Fall STA 141A R, Exploratory data analysis, Programming fundamentals
2016 Winter ECS 256 Rcpp, Probabilistic modeling
2013-15 Fall STA 141 R, Mix of STA 141AB topics
2014 Spring STA 135 Multivariate statistics, Machine learning

My notes and reference sheets:

My Other Teaching Notes

Notes from courses I instructed (and developed) are in separate repositories linked below.

I also maintain a set of personal research computing notes called Nick's Bag of Tricks.

Workshops

Year Term Organization Title Links
2024 Spring UC Davis DataLab Machine Learning in R Reader
2024 Spring UC Davis DataLab Overview of Machine Learning Reader
2024 Winter UC Davis DataLab Intro to Remote Computing Reader
2024 Winter UC Julia User Group Julia Basics Reader
2024 Winter UC Davis DataLab Intermediate R Reader
2023 Fall UC Davis DataLab Reproducibility Principles & Practices Reader
2023 Spring UC Davis DataLab Python Data Visualization Reader
2023 Winter UC Davis DataLab Intermediate R Reader
2022 Summer UC Davis DataLab R Basics Reader
2022 Spring UC Davis DataLab Intermediate Python Reader
2021 Fall UC Davis DataLab Python Basics Reader
2021 Spring UC Davis DataLab R Basics Reader
2018 Fall UC Davis Data Science Initiative Intro to SQL Repo
2017 Spring UC Davis Data Science Initiative Python for Data Analysis, Part 2 Repo
2015 Winter UC Davis Statistics Python for Data Mining Repo

Video recordings are available for many of the DataLab workshops, and can be found here (search "Ulle").

Guest Lectures

Year Term Organization Title Links
2024 Winter UC Davis DataLab Adventures in Data Science (STS 115) Course Reader
2022 Winter UC Davis DataLab Adventures in Data Science (IST 8) Course Reader
2021 Winter UC Davis DataLab Adventures in Data Science (IST 8) Course Reader

Courses

As a Neyman Visiting Assistant Professor at UC Berkeley:

Year Term Course Links
2020 Fall STAT 33A Repo
2020 Fall STAT 33B Repo
2020 Spring STAT 33A Repo
2020 Spring STAT 33B Repo

As an Associate Instructor at UC Davis:

Year Term Course Links
2019 Winter STA 141B Repo
2018 Fall STA 141A Repo
2016 Spring STS 98 Repo
2014 Summer II STA 13 -