When it comes to data visualization, artificial intelligence is the way to go.
Haebom
1
Microsoft has introduced LIDA, an LLM-based data visualization automation tool.
LIDA is a tool for automatically generating visualizations and infographics from data based on Large Language Models (LLMs) and Image Generation Models (IGMs). The tool consists of four main modules.
SUMMARIZER: Summarizing data in natural language
GOAL EXPLORER: Set visualization goals based on data
VISGENERATOR: Generate, refine, execute, and filter visualization code
INFOGRAPHER: Create infographics by faithfully styling your data.
Function
Data Summarization: Summarize data concisely and in natural language.
Automatic data exploration: Automatically generate meaningful visualization goals based on your dataset.
Grammar-agnostic visualization: Support for a variety of programming languages and visualization libraries.
Create infographics: Turn your data into rich, stylized infographics
Margin
It may not work well for visualization grammars that are not well represented in the LLM's training dataset.
Code execution is required, and a sandbox environment is recommended for safe code execution.
Things to think about
Automation of Data Visualization: How Effectively Can LIDA Automate Data Visualization Tasks?
Support for multiple programming languages: Which programming languages and libraries are compatible with LIDA?
Safety and Limitations: Is it safe to run code in LIDA, and what are the limitations?
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