LIDA | LIDA: Automated Visualizations with LLMs

🚀 Introducing LIDA: An AI tool leveraging Large Language Models for automated data exploration, visualization generation, and infographics creation. 📊✨ Explore data effortlessly with LIDA's grammar-agnostic visualizations and infographics! #AI #DataVisualization #Infographics #LIDA

LIDA is an open-source tool for automatic generation of grammar-agnostic visualizations and infographics using Large Language Models (LLMs).
LIDA comprises four modules - SUMMARIZER, GOAL EXPLORER, VISGENERATOR, and INFOGRAPHER - for data summarization, goal enumeration, visualization code generation, and infographics creation.
It provides a python API and a hybrid user interface for interactive chart, infographics, and data story generation.
LIDA leverages LLMs for automated visualization capabilities including data summarization, goal exploration, visualization generation, and infographics generation.
It supports operations on existing visualizations such as visualization explanation, self-evaluation, automatic repair, and recommendation.
LIDA offers features like automatic data summarization, automated data exploration, grammar-agnostic visualizations, and infographics generation.
The tool supports visualization explanation, self-evaluation, visualization repair, and visualization recommendations.
Known limitations include challenges with visualization grammars not well-represented in LLM training data and better performance on datasets similar to online examples.
LIDA's performance is influenced by the choice of visualization libraries and the model's freedom in generating visualizations.
LIDA's system architecture includes modules for data summarization, goal exploration, visualization code generation, and infographics creation.
A paper on LIDA is available on arXiv and has been accepted at the 2023 ACL Conference.