Data Analytics with Large Language Models (OPNS-451-0)
This class will teach you how to analyze data with Large Language Models (LLMs). LLMs such as ChatGPT are powerful. To maximize your productivity—and stay relevant—you should aim to delegate as much of your workflow to these language engines as possible. This means you should switch from analyzing data with a spreadsheet to analyzing data with a computer language—such as R—which LLMs excel at reading and writing. This class will prompt you to make the switch. You will use ChatGPT to create R programs that manipulate and analyze large operational datasets. You will perform in-depth analyses of Alibaba's deliveries, the Italian judiciary's case scheduling, a Chinese supermarket's supply chain, the auto industry's supplier network, Wine Spectator's reviews, and safety breaches at nuclear power plants. You will use an R textbook the instructor wrote specifically for this class (no previous R experience is assumed). Finally, 100% of the class will be "open ChatGPT."
Applied Advanced Analytics (OPNS-441-0) In this course, we will learn how to transform and study large operational datasets with the R programming language. R is tailor-made for analyzing data: we will consider the problem of data analysis from a design perspective, and discuss the features and tradeoffs that make R particularly good at manipulating data. We will use R to study proprietary data relating to Alibaba's deliveries, the Italian judiciary's case scheduling, a Chinese supermarket's supply chain, the auto industry's supplier network, Wine Spectator's reviews, and safety breaches at American nuclear power plants. This course is reserved for MMM students only.