ECON 370

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source: The Economist

Instructor:
Pamela Jakiela

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Course Schedule


Date Topic  
9/5 Introduction  
9/8 Exploratory Data Analysis  
9/10 Lab: Exploratory Data Analysis  
9/12 Unsupervised Learning  
9/15 Lab: Unsupervised Learning  
9/17 Data Visualization  
9/19 Exploratory Data Analysis Project Group Meetings  
9/22 Numerical Approaches to OLS  
9/24 Lab: Numerical Approaches to OLS  
9/26 Exploratory Data Analysis Project Presentations  
9/29 Cross-Validation  
10/1 Lab: Cross-Validation  
10/3 No class: possible Mountain Day  
10/6 Causal Inference, Potential Outcomes, and RCTs  
10/8 Subset Selection, Regularization, and Lasso  
10/9 Economics Department Seminar: 4:00 PM  
10/10 No class: possible Mountain Day  
10/13 No class: reading period  
10/15 Post Double Selection Lasso  
10/17 No class: possible Mountain Day  
10/20 Lab: Post Double Selection Lasso  
10/22 Regression Trees and Random Forests  
10/24 Causal Forests, Treatment Effect Heterogeneity  
10/27 Lab: Treatment Effect Heterogeneity  
10/29 Treatment Effect Heterogeneity Project Group Meetings  
10/31 Treatment Effect Heterogeneity Project Group Meetings  
11/3 Treatment Effect Heterogeneity Project Presentations  
11/5 Treatment Effect Heterogeneity Project Presentations  
11/7 Lab: Web Scraping, Regular Expressions  
11/10 Word Frequencies, tf-idf  
11/12 Lab: Word Frequencies, tf-idf  
11/14 Guest Speaker: Professor Elliott Ash  
11/17 Sentiments, Document-Term Matrices, Clustering Documents  
11/19 Lab: Sentiments, Document-Term Matrices, Clustering Documents  
11/21 Final Project Group Meetings  
11/24 Final Project Group Meetings  
11/26 Thanksgiving Break  
11/28 Thanksgiving Break  
12/1 Final Project Presentations  
12/3 Final Project Presentations  


Italics indicates no class meeting on that date.
Bold indicates student presentations on that date.