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, August 22, 2023 | Course Introduction | Course Introduction |
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| Wednesday, August 23, 2023 | Start Lab Assignment 1 | ||
| Thursday, August 24, 2023 | Unit 1: Missing Value Detection and Cleaning | 01_Missing _Value_Data_Cleaning |
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| Tuesday, August 29, 2023 | Unit 2: Descriptive Analytics and Data Cleaning | 02_Descriptive_Analytics_and_Data_Cleaning |
Lab Assignment 1 Due 11:59pm CST on Github |
| Wednesday, August 30, 2023 | Start Lab Assignment 2 | ||
| Thursday, August 31, 2023 | Lecture | ||
| Tuesday, September 5, 2023 | Unit 3: Dataframe Manipulation and Text Analysis | 03_Dataframe_Manipulation_and_Text_Analysis |
Lab Assignment 2 Due 11:59pm CST on Github |
| Wednesday, September 6, 2023 | Start Lab Assignment 3 | ||
| Thursday, September 7, 2023 | Lecture | ||
| Tuesday, September 12, 2023 | Unit 4u>: Machine Learning and Multiple Linear Regression Basics | 04_ML_and_Multiple_Linear_Regression_Basics |
Lab Assignment 3 Due 11:59pm CST on Github |
| Wednesday, September 13, 2023 | Start Lab Assignment 4 | ||
| Thursday, September 14, 2023 | Unit 5: Evaluating Linear Regression for Machine Learning and Interpretability Purposes | 05_Evaluating_Linear_Regression_for_ML_and_Interpretability |
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| Tuesday, September 19, 2023 | Unit 6: Modified Linear Regression Models | 06_Modified_Linear_Regression_Models |
Lab Assignment 4 Due 11:59pm CST on Github |
| Wednesday, September 20, 2023 | Start Lab Assignment 5 | ||
| Thursday, September 21, 2023 | Lecture | ||
| Friday, September 22, 2023 | Mini-Project 1 Due | ||
| Tuesday, September 26, 2023 | Midterm 1 Review (ONLINE) |
Lab Assignment 5 Due 11:59pm CST on Github | |
| Wednesday, September 27, 2023 | Start Lab Assignment 6 | ||
| Thursday, September 28, 2023 | Midterm 1 Exam (IN-PERSON in 103 Mumford) |
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| Friday, September 29, 2023 | Mini-Project 1 Peer Evaluation Feedback Due | ||
| Tuesday, October 3, 2023 | Unit 7: Feature Selection Algorithms - Part 1 | 07_Feature_Selection_Algorithms_Part1 |
Lab Assignment 6 Due 11:59pm CST on Github |
| Wednesday, October 4, 2023 | Start Lab Assignment 7 | ||
| Thursday, October 5, 2023 | Unit 8: Feature Selection Algorithms Part 2 | 08_Feature_Selection_Algorithms_Part2 |
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| Tuesday, October 10, 2023 | Unit 9: Cross-Validation Techniques | 09_cross_validation |
Lab Assignment 7 Due 11:59pm CST on Github |
| Wednesday, October 11, 2023 | Start Lab Assignment 8 | ||
| Thursday, October 12, 2023 | Lecture | ||
| Tuesday, October 17, 2023 | Lecture | 10_logistic_regression_part1 |
Lab Assignment 8 Due 11:59pm CST on Github |
| Wednesday, October 18, 2023 | Start Lab Assignment 9 | ||
| Thursday, October 19, 2023 | Unit 11: Logistic Regression Part 2 | 11_logistic_regression_part2 |
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| Tuesday, October 24, 2023 | Unit 12: Classification Part 1 | 12_classification_part1 |
Lab Assignment 9 Due 11:59pm CST on Github |
| Wednesday, October 25, 2023 | Start Lab Assignment 10 | ||
| Thursday, October 26, 2023 | Unit 13: Classification - Part 2 | 13_classification_part2 |
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| Friday, October 27, 2023 | Lecture | Mini-Project 2 Due | |
| Tuesday, October 31, 2023 | Midterm 2 Review (ONLINE) |
Lab Assignment 10 Due 11:59pm CST on Github | |
| Wednesday, November 1, 2023 | Start Lab Assignment 11 | ||
| Thursday, November 2, 2023 | Midterm 2 Exam (IN-PERSON in 103 Mumford) |
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| Friday, November 3, 2023 | Mini-Project 2 Peer Evaluation Feedback Due | ||
| Tuesday, November 7, 2023 | Unit 14: Modified Logistic Regression and Feature Selection | 14_Modified_Logistic_Regression_and_Feature_Selection |
Lab Assignment 11 Due 11:59pm CST on Github |
| Wednesday, November 8, 2023 | Start Lab Assignment 12 | ||
| Thursday, November 9, 2023 | Lecture | ||
| Tuesday, November 14, 2023 | Unit 15: Introduction to Inference and Sampling Distributions | 15_Inference_and_Sampling_Distributions |
Lab Assignment 12 Due 11:59pm CST on Github |
| Wednesday, November 15, 2023 | Working on Projects in Lab | ||
| Thursday, November 16, 2023 | Unit 16: Confidence Intervals | 16_Confidence_Intervals |
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| Tuesday, November 21, 2023 | FALL BREAK - NO CLASSES | ||
| Wednesday, November 22, 2023 | FALL BREAK - NO CLASSES | ||
| Thursday, November 23, 2023 | FALL BREAK - NO CLASSES | ||
| Tuesday, November 28, 2023 | Unit 17: Hypothesis Testing FINAL UNIT 🎉 |
17_Hypothesis_Testing |
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| Wednesday, November 29, 2023 | Lab - Work on Project | ||
| Thursday, November 30, 2023 | Lecture | ||
| Tuesday, December 5, 2023 | Last Lecture Day Final Exam Review (ONLINE OR IN-PERSON 150 Animal Sciences Lab) |
Final Group Project Reports Due 11:59pm CST | |
| Wednesday, December 6, 2023 | Final Group Project Presentations | ||
| Thursday, December 7, 2023 | Reading Day | ||
| Friday, December 8, 2023 8-11am CST |
Final Exam (IN-PERSON, Gregory Hall 213) |