Added LLM resource.

Author: jtkiley

slides/0a.qmd

@@ -16,20 +16,23 @@ format:
 [github.com/jtkiley](https://github.com/jtkiley/)
 :::
 
+
 ## Related
 
 - CARMA 2020 (overlaps with this course): Introduction to Python and Content Analysis of Text. ([Github](https://github.com/jtkiley/2020_carma_python))
 - Seminar materials (overlaps with this course): Text Analysis: Planning to Publication. ([Github](https://github.com/jtkiley/text_seminar))
 - Text analysis and machine learning workshop at WU (Oct. 2018) and RSM (Oct. 2019).
 - AOM Big Data workshop with Tim Hannigan, Hovig Tchalian, and Laura Nelson. ([Github](https://github.com/jtkiley/curation_workshop))
 
+
 ## Course Agenda
 
 - Tools: Python, packages and environments
 - Basics: Python syntax and conventions, Jupyter Notebooks
 - Data handling and project planning
 - Data gathering and assembly
 
+
 # Overview
 
 ## Overview
@@ -38,6 +41,7 @@ format:
 - Resources for learning.
 - A brief R comparison.
 
+
 # What do I really need to know about Python?
 
 ## Why Python?
@@ -47,13 +51,15 @@ format:
 - Learning resources: wide popularity in academia and practice means that there are extensive resources.
 - Scalability: from your computer, to the cloud, to a computing cluster, you can use largely the same tools.
 
+
 ## Python Fluency
 
 - [Basics]{style="color:lightblue;"}
 - [Data Preparation]{style="color:lightgreen;"}
 - [Good-enough Programming]{style="color:lightyellow;"}
 - [Software Engineering]{style="color:pink;"}
 
+
 ## [Basics]{style="color:lightblue;"}
 
 - Skills
@@ -123,36 +129,55 @@ Comparison with Stata
 See more: [pandas documentation](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_stata.html)
 :::
 
-## Stack Overflow
+
+## Python for Data Analysis
 
 ::: columns
 ::: {.column width="50%" #vcenter}
-Search for what you are trying to do, merging on multiple columns with different names, in this case.
+Wes McKinney is the creator of pandas and other open source projects.
 :::
 
 ::: {.column width="50%" #vcenter}
-![](_img/0a_so.png)
+![](_img/0a_book.png){width="80%"}
 :::
 :::
 
 ::: footer
-See more: [Stack Overflow](https://stackoverflow.com/questions/41815079/pandas-merge-join-two-data-frames-on-multiple-columns)
+For more: [Wes McKinney](https://wesmckinney.com/book/)
 :::
 
-## Python for Data Analysis
+
+## Large Language Models
 
 ::: columns
 ::: {.column width="50%" #vcenter}
-Wes McKinney is the creator of pandas and other open source projects.
+- Ask it to explain code or a concept.
+- Ask it to rewrite code to be more efficient or readable.
+- Give it code and an error message, and ask it to fix the code.
+- **Careful:** Don't undercut your learning. LLMs are best when you already know the topic.
 :::
 
 ::: {.column width="50%" #vcenter}
-![](_img/0a_book.png){width="80%"}
+![](_img/0a_llm.png)
+:::
+:::
+
+
+## Stack Overflow
+
+::: columns
+::: {.column width="50%" #vcenter}
+- Search for what you are trying to do, merging on multiple columns with different names, in this case.
+- These kinds of sites are getting displaced by LLMs.
+:::
+
+::: {.column width="50%" #vcenter}
+![](_img/0a_so.png)
 :::
 :::
 
 ::: footer
-For more: [Wes McKinney](https://wesmckinney.com/book/)
+See more: [Stack Overflow](https://stackoverflow.com/questions/41815079/pandas-merge-join-two-data-frames-on-multiple-columns)
 :::
 
 
@@ -162,6 +187,7 @@ For more: [Wes McKinney](https://wesmckinney.com/book/)
 - Self-study tracks from my seminar. Includes resources for data handling, data retrieval, machine learning.
 - YouTube. Has many content creators, covering Python, data science, and software development.
 
+
 # Python and R
 
 ## What About R?
@@ -173,6 +199,7 @@ For more: [Wes McKinney](https://wesmckinney.com/book/)
     - Gather and prep data in Python.
     - If needed, use R for analyses.
 
+
 ## Stack Overflow - Most Popular
 
 ![](_img/0a_r.png)
@@ -181,6 +208,7 @@ For more: [Wes McKinney](https://wesmckinney.com/book/)
 See more: [Stack Overflow](https://survey.stackoverflow.co/2023/#programming-scripting-and-markup-languages)
 :::
 
+
 ## Stack Overflow - Most Desired
 
 ![](_img/0a_r2.png)
@@ -189,6 +217,7 @@ See more: [Stack Overflow](https://survey.stackoverflow.co/2023/#programming-scr
 See more: [Stack Overflow](https://survey.stackoverflow.co/2023/#section-admired-and-desired-programming-scripting-and-markup-languages)
 :::
 
+
 # Getting Started
 
 ## Getting Started
@@ -198,6 +227,7 @@ See more: [Stack Overflow](https://survey.stackoverflow.co/2023/#section-admired
     - VS Code, Docker, local container
 - You'll see me use both.
 
+
 # Hands on
 
 ## Summary
@@ -206,4 +236,5 @@ See more: [Stack Overflow](https://survey.stackoverflow.co/2023/#section-admired
 - Capturing all of our work in code that runs is a best practice that promotes reproducibility, and that helps us most of all.
 - We will start using our container in the next segment, so make sure it is set up and ready (or ask for help).
 
+
 # Break