In this article, you will learn how to build an end-to-end sentiment analysis pipeline using Scikit-LLM and open-source large language models served through the Groq API.

Topics we will cover include:

How Scikit-LLM bridges classical scikit-learn pipelines with modern large language model API calls.

How to set up Scikit-LLM with a Groq backend and prepare the IMDB Movie Reviews dataset for inference.

How to build, run, and evaluate a zero-shot sentiment classification pipeline using scikit-learn-compatible syntax.