INFO 5001: Computing for Information Science

Modified

November 5, 2024

This page contains an outline of the topics, content, and assignments for the semester. Note that this schedule will be updated as the semester progresses and the timeline of topics and assignments might be updated throughout the semester.

week dow date what topic prepare slides ae ae_sa hw hw_sa lab lab_sa exam project notes
1 Tue Aug 27 Lec 1 Welcome to INFO 5001
Thu Aug 29 Lec 2 Grammar of graphics
Fri Aug 30 Lab Hello data science! lab-00
2 Tue Sep 3
No class
Thu Sep 5 Lec 3 Visualizing various types of data
Fri Sep 6 Lab Data visualization lab-01 + hw-01
3 Tue Sep 10 Lec 4 Grammar of data wrangling
Thu Sep 12 Lec 5 Working with multiple data frames
Fri Sep 13 Lab Git workflows (basics + merge conflicts) lab-git + hw-02
4 Tue Sep 17 Lec 6 Tidying data
Thu Sep 19 Lec 7 Data types and classes
Fri Sep 20 Lab Data tidying lab-02
5 Tue Sep 24 Lec 8 Importing and recoding data
Thu Sep 26 Lec 9 Recoding data with columnwise operations
Fri Sep 27 Lab Git workflows (branches + PRs) lab-03 + hw-03
6 Tue Oct 1 Lec 10 Getting data from the web: Scraping
Thu Oct 3 Lec 11 Functions
Fri Oct 4 Lab Develop project proposals proj-proposal
7 Tue Oct 8 Lec 12 Iteration
Thu Oct 10 Lec 13 Getting data from the web: APIs
Fri Oct 11 Lab Functions + iteration lab-04
8 Tue Oct 15
No class (Fall Break)
Thu Oct 17 Lec 14 Rectangling data
Fri Oct 18 Lab Develop project exploration proj-explore + hw-04
9 Tue Oct 22 Lec 15 Debugging tips + tools
Thu Oct 24 Lec 16 Reproducible project-based workflows
Fri Oct 25 Lab No class (Exam 1) exam-01
10 Tue Oct 29 Lec 17 Customizing Quarto reports and presentations
Thu Oct 31 Lec 18 Introduction to machine learning
Fri Nov 1
Develop project draft proj-draft
11 Tue Nov 5 Lec 19 Build better training data
Thu Nov 7 Lec 20 Tree-based inference and hyperparameter optimization
Fri Nov 8 Lab 6 Implement machine learning workflows lab06 + hw05
12 Tue Nov 12 Lec 21 Text analysis: fundamentals and sentiment analysis
Thu Nov 14 Lec 22 Text analysis: supervised text classification
Fri Nov 15 Lab Peer review projects proj-peer-eval + hw06
13 Tue Nov 19 Lec 23 Unsupervised machine learning: Dimensionality reduction
Thu Nov 21 Lec 24 Improving data communication
Fri Nov 22
TBD
14 Tue Nov 26
Group project (office hours)
Thu Nov 28
No class (Thanksgiving Break)
Fri Nov 29
No class (Thanksgiving Break)
15 Tue Dec 3
TBD
Thu Dec 5 Lec 25 Wrap-up: Where to go from here
Fri Dec 6 Lab Project presentations proj-final