Plotly for Gen AI and ML

A data app is a type of analytic application that combines data visualizations with web applications to enable sophisticated and deep analysis of data. The name "data application" is a portmanteau of "data visualization" and "web application".

LLMs, or Large Language Models, are advanced AI systems that understand and generate human-like text. They analyze large amounts of data to provide detailed, natural language responses.

You can integrate an LLM into a data app by connecting it to your data sources, allowing it to analyze and respond to user queries in natural language. Use the Plotly Chatbot Builder to craft a chatbot that makes your data app more interactive, providing detailed answers based on the data within the app.

AI in data science helps automate complex tasks, uncover patterns in large datasets, and make predictions. This leads to faster insights, more accurate decisions, and improved efficiency in analyzing data.

AI is used for predictive analytics to forecast trends, for making real-time operational decisions, and for remote maintenance by identifying and addressing issues before they become critical. These applications improve efficiency and accuracy across multiple industries.

Plotly Dash Enterprise is the data application platform for data & AI teams to confidently put custom apps into production. It enables business, scientific, and data teams to collaborate, customize, and granularly control interactive, data applications at scale through a Python-based environment.

Assign outputs generated from a GPT, Chatbot, or AI model to Dash components for Plotly App Studio to show the corresponding results. Examples of typical outputs are AG Grid tables and Dash Design Kit Cards.