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Spring 2022 - STAT207 Data Science Exploration
Lecture Materials
Lecture Materials
- The links for the each new day's lecture will be available for printing/viewing an hour before class starts (at the latest 🤞) in the schedule below.
- COVID-19 NOTE: Due to potential unforeseen circumstances regarding COVID-19, this schedule may be subject to change. Please check back regularly. I will send email notifications if something on schedule has to change.
| Date | Topics | Materials | Assignments |
| Wednesday, January 19, 2022 | Course Introduction Unit 1: Introduction to Python and Git Unit 2: Introduction to the Data Science Pipeline |
Course Introduction 01_Intro_to_Python_and_Github 02_Intro_to_the_Data_Science_Pipeline |
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| Thursday, January 20, 2022 | Start Lab Assignment 1 | ||
| Friday, January 21, 2022 | Lecture - Online Finish Unit 1 and Unit 2 |
Warm Up Exercise |
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| Monday, January 24, 2022 | Unit 3: Intro to Dataframe Manipulation and Cleaning | 03_Intro_to_the_Dataframe_Manipulation_and_Data_Cleaning< |
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| Wednesday, January 26, 2022 | Lecture | Lab Assignment 1 Due 11:59pm CST | |
| Thursday, January 27, 2022 | Start Lab Assignment 2 | ||
| Friday, January 28, 2022 | Unit 4: Descriptive Analytics for Numerical Variables | 04_Descriptive_Analytics_for_Numerical_Variables |
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| Monday, January 31, 2022 | Finishing Unit 4 |
05_Probability_and_Random_Sampling |
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| Wednesday, February 2, 2022 | Lecture | Lab Assignment 2 Due 11:59pm CST | |
| Thursday, February 3, 2022 | Start Lab Assignment 3 | ||
| Friday, February 4, 2022 | Lecture | ||
| Monday, February 7, 2022 | 06_Creating_Sampling_Distributions |
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| Wednesday, February 9, 2022 | Lecture | Lab Assignment 3 Due 11:59pm CST | |
| Thursday, February 10, 2022 | Start Lab Assignment 4 | ||
| Friday, February 11, 2022 | Lecture | ||
| Monday, February 14, 2022 | Unit 7: Introduction to Random Variables | 07_Intro_to_Random_Variables |
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| Wednesday, February 16, 2022 | Lecture | Lab Assignment 4 Due 11:59pm CST | |
| Thursday, February 17, 2022 | Start Lab Assignment 5 | ||
| Friday, February 18, 2022 | Unit 8: Common Random Variables and How to Use Them | 08_Common_Random_Variables_and_How_to_Use |
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| Monday, February 21, 2022 | Unti 9: The Central Limit Theorem and Confidence Intervals | 09_Central_Limit_Theorem_and_Confidence_Intervals |
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| Wednesday, February 23, 2022 | Midterm 1 Exam Review Session | Lab Assignment 5 Due 11:59pm CST | |
| Thursday, February 24, 2022 | Start Lab Assignment 6/Additional Exam Review | Midterm 1 Takehome Emailed to Students at 6pm CST | |
| Friday, February 25, 2022 | NO CLASS (working on takehome) |
Midterm 1 Takehome Due on Canvas at 6pm CST | |
| Saturday, February 26, 2022 | |||
| Monday, February 28, 2022 | Lecture | ||
| Wednesday, March 2, 2022 | Unit 10: Hypothesis Testing | 10_Hypothesis_Testing |
Lab Assignment 6 Due 11:59pm CST |
| Thursday, March 3, 2022 | Start Lab Assignment 7 | ||
| Friday, March 4, 2022 | Lecture | ||
| Monday, March 7, 2022 | Unit 11: Inference for Associations | 11_Inference_for_Associations |
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| Wednesday, March 9, 2022 | Lecture | Lab Assignment 7 Due 11:59pm CST | |
| Thursday, March 10, 2022 | Start Lab Assignment 8 | ||
| Friday, March 11, 2022 | Lecture | ||
| Monday, March 14, 2022 | SPRING BREAK - NO CLASS | ||
| Wednesday, March 16, 2022 | SPRING BREAK - NO CLASS | ||
| Thursday, March 17, 2022 | SPRING BREAK - NO CLASS | ||
| Friday, March 18, 2022 | SPRING BREAK - NO CLASS | ||
| Monday, March 21, 2022 | Unit 12: Simple Linear Regression | 12_simple_linear_regression |
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| Wednesday, March 23, 2022 | Lecture | Lab Assignment 8 Due 11:59pm CST | |
| Thursday, March 24, 2022 | Start Lab Assignment 9 | ||
| Friday, March 25, 2022 | Lecture | ||
| Monday, March 28, 2022 | Unit 13: Multiple Linear Regression | 13_mutiple_linear_regression |
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| Wednesday, March 30, 2022 | Lecture | Lab Assignment 9 Due 11:59pm CST | |
| Thursday, March 31, 2022 | Start Lab Assignment 10 | ||
| Friday, April 1, 2022 | Unit 14: ANOVA | 14_ANOVA |
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| Monday, April 4, 2022 | Unit 15: Logistic Regression Part 1 | 15_logistic_regression_part1 |
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| Wednesday, April 6, 2022 | Midterm 2 Exam Review Session | Lab Assignment 10 Due 11:59pm CST | |
| Thursday, April 7, 2022 | Start Lab Assignment 11/Additional Exam Review | Midterm 2 Takehome Emailed to Students at 6pm CST | |
| Friday, April 8, 2022 | NO CLASS (working on takehome) |
Midterm 2 Takehome Due on Canvas at 6pm CST | |
| Saturday, April 9, 2022 | |||
| Monday, April 11, 2022 | Unit 16: Logistic Regression Part 2 | 16_logistic_regression_part2 |
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| Wednesday, April 13, 2022 | Unit 16: Classification and ROC | 17_Classification_and_ROC |
Lab Assignment 11 Due 11:59pm CST |
| Thursday, April 14, 2022 | Start Lab Assignment 12 | ||
| Friday, April 15, 2022 | Lecture | ||
| Monday, April 18, 2022 | Unit 18: Training and Test Data | 18_Train_Test |
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| Wednesday, April 20, 2022 | Unit 19: Variable Selection for Logistic Regression | 19_Variable_Selection_for_Logistic_Regression |
Lab Assignment 12 Due 11:59pm CST |
| Thursday, April 21, 2022 | Work on Final Projects | ||
| Friday, April 22, 2022 | Unit 20: More Variable Selection Methods | 20_More_Variable_Selection_Methods |
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| Monday, April 25, 2022 | Lecture | ||
| Wednesday, April 27, 2022 | Unit 21: Variable Selection for Linear Regression | 21_Variable_Selection_Linear_Regression |
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| Thursday, April 28, 2022 | Final Lab Section: Project Presentations | ||
| Friday, April 29, 2022 | Lecture | ||
| Monday, May 2, 2022 | Lecture | ||
| Wednesday, May 4, 2022 | Last Day of Lecture: Review Session | ||
| Friday, May 13, 2022 | Final Exam Takehome Emailed to Students at 1:30pm CST | ||
| Saturday, May 14, 2022 | Final Exam Takehome Due on Canvas at 1:30pm CST |