Data Productivity Cloud Pipeline

Sentiment Analysis with OpenAI GPT 4

Perform sentiment analysis on your data using OpenAI GPT 4.

This set of Data Productivity Cloud pipelines performs sentiment analysis on a set of product review data using the OpenAI GPT-4 Large Language Model (LLM).

Image ofSentiment Analysis with OpenAI using GPT-4
Sentiment Analysis with OpenAI using GPT-4

How to run the pipelines

Start with Sentiment Analysis - Call OpenAI GPT-4, as shown in the screenshot above. It does two things:

  • Runs Sentiment Analysis - Acquire Review Data to create a set of product review data in a database table named stg_sample_reviews
  • Run the actual sentiment analysis using the LLM, creating a new database table named stg_sample_reviews_gpt_4

Once it has finished, open Sentiment Analysis - Comparison, as shown in the screenshot below.

Image ofVerifying Sentiment Analysis with OpenAI using GPT-4
Verifying Sentiment Analysis with OpenAI using GPT-4

Use Sample Data while the Comparison component is highlighted, to check how the AI-generated sentiment score matches the original numeric star rating of the review.

Downloads

Licensed under: Matillion Free Subscription License

Download Sentiment-Analysis-OpenAI-GPT-4-Databricks.zip

  • Target: Databricks

Download Sentiment-Analysis-OpenAI-GPT-4-Redshift.zip

  • Target: Redshift

Download Sentiment-Analysis-OpenAI-GPT-4-Snowflake.zip

  • Target: Snowflake

Installation Instructions

How to Install a Data Productivity Cloud Pipeline
Author: Matillion
Date Posted: Jun 3, 2024
Last Modified: Jun 4, 2024