Schedule
Week 1 - Introduction and Pandas
- January 21
- Lecture 1 Introduction and Course Overview - Slides
- Lecture NB - Graph
- Lecture NB - Crypto
- Syllabus
-
Lab 0 Prerequisite Lab (optional; no due date)
- January 23
- Lecture 2 Overview of Technology
- Lecture NB - Vibecession
-
Lab 1 Pandas (due 1/31)
Week 2 - Pandas and API
- January 28
- Lecture 3 Slides
- Lecture Notebook
- Discussion 1 Pandas
- January 30
- Lecture 4Slides
- Lecture Notebook
- Jim Church Slides
- WRDS Notebook
-
Lab 2 Data Cleaning and APIs(due date 2/7)
Week 3 - FRED API - Pandas
- February 4
- Lecture 5 Slides
- Lecture Notebook ETD Group
- Lecture Notebook UCB Grades
- Lecture Notebook Pivot Sales
- Lecture Notebook EIA API
- Discussion 2 Data Cleaning
- February 6
- Lecture 6Slides
- Lecture FRED Intro
- Lecture Predictions Merge
- Lecture 3d Phillips
-
Lab 3 Wrangling Survey Data (due date 2/14)
- Project 1 Regional GDP (due date 2/28)
Week 4 - Surveys and RCTs
- February 11
- Lecture 7Slides
- Lecture Notebook BWM with Strings
-
Discussion 3 Slides
- February 13
- Lecture 8Slides
- Vibes Party
- Strings Demo
- Hawthorne Strings
- Lab 4 Visualization (due date 2/21)
Week 5 - Visualization
- February 18
- Lecture 9Slides
- Lecture Viz
- Big Mac
- Avocado
- Finance
-
Discussion 4 Slides
- February 20
- Lecture 10Slides
- Finance Demo
- Bollinger Demo
- All Counties :
-
Lab 5Visualization II (due date 2/28)
Week 6 - Visualization and Mapping
- February 25
- Lecture 11Slides
- Lecture Mapping
-
Discussion 5 Slides
- February 27
- Lecture 12Slides
-
Lab 6 SQL (due 3/7)
- Project 2 Mariel Boatlift (due 3/14)
Week 7 - SQL
- March 4
- Lecture 13 Slides
- SQLvsPandas_StarWars
- SQLDemo_StarWars
-
Discussion 6 Slides
- March 6
- Lecture 14Slides
- SQL_Soda
-
Lab 7 The Impact of Minimum Wage on Employment (due date 3/14)
Week 8 - Econometrics
- March 11
- Lecture 15 Slides
- WoolridgeDemo8-1
-
Discussion 7 Slides
- March 13
- Lecture 16 Slides
- ReinhartRogoff :Brad Lyons’ Slides
- Lyons Lec NB (notebook won’t run but you can see what he did)
- UC Investment Academy
-
Lab 8 Survival Analysis (due date 4/4)
Week 9 - Survival
- March 18
- Lecture 17 Slides
- Lifelines_HR_Demo
- Lifelines_Regimes_Demo
- Rossi_Demo
-
Discussion 8 Slides
- March 20
- Midterm
Week 10 - Spring Break
- March 25
- Spring Break
- March 27
- Spring Break
Week 11 - Time Series
- April 1
- Lecture 18 Slides
- Time_Series_Concepts
- Discussion 9 Slides
- April 3
- Lecture 19Slides
- ProphetDemo1
- ProphetDemo2
- ProphetDemo3
-
Lab 9Time_Series (due date 4/11)
- Project 3Reproduction (due date 4/18 & 5/2)
Week 12 - Machine Learning
- April 8
- Lecture 20Slides
- ML Intro
-
Discussion 10 Slides
- April 10
- Lecture 21Slides
- Nitin Kohli Slides
Week 13 - Machine Learning
Week 14 - Machine Learning
- April 22
- Lecture 24 Slides
- Folk Tables - SHAP
- April 24
- Lecture 25 Slides
- GPT4All
Week 15 - Wrap-up
- April 29
- Lecture 26Slides
- OpenAI_CostofTokens
- FinBert
- May 1
- Lecture 27 Last Day of Class
- Slides