Class Resources
Questions?
Guides
Course Schedule
Before Lecture Materials
Before the lecture, zip files containing the Jupyter notebooks, csv files, and pdfs that we will markup can be found in the schedule below for the corresponding day. These should be posted at most 24 hours before the lecture starts.
Post Lecture Materials
After the lecture, copies of the pdfs that we marked up as well as the lecture video will be posted on Canvas within 24 hours.
| Date | Topics | Materials | Assignments |
| Tuesday, January 16, 2024 | Unit 0: Course Introduction | 00_Course_Introduction |
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| Wednesday, January 17, 2024 | Start Lab Assignment 1 | ||
| Thursday, January 18, 2024 | Unit 1: Missing Value Data Cleaning | 01_Missing _Value_Data_Cleaning |
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| Tuesday, January 23, 2024 | Lecture | Lab Assignment 1 Due 11:59pm CST on Github | |
| Wednesday, January 24, 2024 | Start Lab Assignment 2 | ||
| Thursday, January 25, 2024 | Unit 2: Descriptive Analytics and More Data Cleaning | 02_Descriptive_Analytics_and_Data_Cleaning |
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| Tuesday, January 30, 2024 | Unit 3: Dataframe Manipulation and Text Analysis | 03_Dataframe_Manipulation_and_Text_Analysis |
Lab Assignment 2 Due 11:59pm CST on Github |
| Wednesday, January 31, 2024 | Start Lab Assignment 3 | ||
| Thursday, February 1, 2024 | Lecture | < |
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| Tuesday, February 6, 2024 | Unit 4: Machine Learning and Multiple Linear Regression | 04_ML_and_Multilinear_Regression_Basics |
Lab Assignment 3 Due 11:59pm CST on Github |
| Wednesday, February 7, 2024 | Start Lab Assignment 4 | ||
| Thursday, February 8, 2024 | Unit 5: Evaluating Linear Regression Models for Machine Learning and Interpretabilty Purposes | 05_Evaluating_Linear_Regression_for_ML_and_Interpretability |
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| Tuesday, February 13, 2024 | Unit 6: Modified Linear Regression Models | 06_Modified_Linear_Regression_Models |
Lab Assignment 4 Due 11:59pm CST on Github |
| Wednesday, February 14, 2024 | Start Lab Assignment 5 | ||
| Thursday, February 15, 2024 | Lecture | ||
| Friday, February 16, 2024 | Lecture | Mini-Project #1 Due | |
| Tuesday, February 20, 2024 | Midterm 1 Review Session | Lab Assignment 5 Due 11:59pm CST on Github | |
| Wednesday, February 21, 2024 | Start Lab Assignment 6 | ||
| Thursday, February 22, 2024 | Midterm 1 Exam (In-Person, National Soybean Research Center (NSRC) Room 149) |
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| Friday, February 23, 2024 | Lecture | Mini-Project #1 Peer Evaluation Feedback Due | |
| Tuesday, February 27, 2024 | Unit 7: Feature Selection Algorithms Part 1 | 07_Feature_Selection_Algorithms_Part1 |
Lab Assignment 6 Due 11:59pm CST on Github |
| Wednesday, February 28, 2024 | |||
| Thursday, February 29, 2024 | Unit 8: Feature Selection Algorithms Part 2 | 08_Feature_Selection_Algorithms_Part2 |
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| Tuesday, March 5, 2024 | Unit 9: Cross-Validation | 09_cross_validation |
Lab Assignment 7 Due 11:59pm CST on Github |
| Wednesday, March 6, 2024 | |||
| Thursday, March 7, 2024 | |||
| Tuesday, March 12, 2024 | SPRING BREAK - NO CLASS | ||
| Wednesday, March 13, 2024 | SPRING BREAK - NO CLASS | ||
| Thursday, March 14, 2024 | SPRING BREAK - NO CLASS | ||
| Tuesday, March 19, 2024 | Unit 10: Logistic Regression - Part 1 | 10_logistic_regression_part1 |
Lab Assignment 8 Due 11:59pm CST on Github |
| Wednesday, March 20, 2024 | |||
| Thursday, March 21, 2024 | Lecture | ||
| Tuesday, March 26, 2024 | Unit 11: Logistic Regression - Part 2 | 11_logistic_regression_part2 |
Lab Assignment 9 Due 11:59pm CST on Github |
| Wednesday, March 27, 2024 | |||
| Thursday, March 28, 2024 | Unit 12: Classification - Part 1 | 12_classification_part1 |
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| Friday, March 29, 2024 | Mini-Project #2 Due | ||
| Tuesday, April 2, 2024 | Midterm 2 Review Session | Lab Assignment 10 Due 11:59pm CST on Github | |
| Wednesday, April 3, 2024 | |||
| Thursday, April 4, 2024 | Midterm 2 Exam (In-Person, David Kinley Hall 114) |
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| Friday, April 5, 2024 | Mini-Project #2 Peer Evaluation Feedback Due | ||
| Tuesday, April 9, 2024 | Unit 13: Classification - Part 2 | 13_classification_part2 |
Lab Assignment 11 Due 11:59pm CST on Github |
| Wednesday, April 10, 2024 | |||
| Thursday, April 11, 2024 | Unit 14: Modified Logistic Regression and Feature Selection | 14_Modified_Logistic_Regression_and_Feature_Selection |
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| Tuesday, April 16, 2024 | Unit 15: Inference and Sampling Distributions | 15_Inference_and_Sampling_Distributions |
Lab Assignment 12 Due 11:59pm CST on Github |
| Wednesday, April 17, 2024 | Lab - Work on Project | ||
| Thursday, April 18, 2024 | Unti 16: Confidence Intervals | 16_Confidence_Intervals |
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| Tuesday, April 23, 2024 | Lecture | ||
| Wednesday, April 24, 2024 | Lab - Work on Project | ||
| Thursday, April 25, 2024 | Unit 17: Hypothesis Testing | 17_Hypothesis_Testing |
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| Tuesday, April 30, 2024 | Final Lecture - Final Exam Review | ||
| Wednesday, May 1, 2024 | Final Lab - Project Presentations | ||
| Thursday, May 2, 2024 | Reading Day | ||
| Wednesday, May 8, 2024 | Final Exam 7pm-10pm (In-Person, Location TBD) |