Overview
This course covers the Program-aided Language Models (PAL) paper and its implementation in LangChain. By going through the PAL paper, example prompts, results comparison, sample outputs, and code walkthrough, students will learn how to use PAL LangChain PromptTemplate, GSM8k examples, Repeat Copy examples, Word Math Problems, and Colored Objects. The teaching method includes a video presentation with a focus on practical implementation. This course is intended for individuals interested in language models, natural language processing, and programming with Python.
Syllabus
PAL Paper
PAL example prompts in the paper
Paper Results vs CoT & Direct prompting
Sample Outputs
Code Walkthrough
PAL LangChain PromptTemplate
GSM8k examples
Repeat Copy examples
Word Math Problems
Colored Objects
Taught by
Sam Witteveen