base on Turns Data and AI algorithms into production-ready web applications in no time. <div align="center"> <a href="https://taipy.io?utm_source=github" target="_blank"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://github.com/Avaiga/taipy/assets/100117126/509bf101-54c2-4321-adaf-a2af63af9682"> <img alt="Taipy" src="https://github.com/Avaiga/taipy/assets/100117126/4df8a733-d8d0-4893-acf0-d24ef9e8b58a" width="300" /> </picture> </a> </div> </br> <div align="center"> <img src="https://img.shields.io/github/license/Avaiga/taipy?style=plastic&color=ff371a&labelColor=1f1f1f" alt="GitHub License" height="20px" /> <a target="_blank" href="https://github.com/Avaiga/taipy/releases"> <img alt="GitHub Release" height="20px" src="https://img.shields.io/github/v/release/Avaiga/taipy?display_name=release&style=plastic&color=ff371a&labelColor=1f1f1f" ></a> </div> <div align="center"> <img src="https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11%20%7C%203.12-ff371a?style=plastic&labelColor=1f1f1f" alt="Python version needed: 3.9" /> </div> <div align="center"> <a target="_blank" href="https://docs.taipy.io/en/latest/"> <img src="https://img.shields.io/badge/docs-ff371a?style=plastic&labelColor=1f1f1f&label=Explore" height="20px" alt="Explore the docs" ></a> <a target="_blank" href="https://docs.taipy.io/en/latest/gallery/"> <img src="https://img.shields.io/badge/gallery-ff371a?style=plastic&labelColor=1f1f1f&label=Explore" height="20px" alt="Explore Gallery" ></a> <a target="_blank" href="https://discord.com/invite/SJyz2VJGxV"> <img src="https://img.shields.io/discord/1125797687476887563?style=plastic&labelColor=1f1f1f&logo=discord&logoColor=ff371a&label=Discord&color=ff371a" height="20px" alt="Discord support" ></a> </div> <h1 align="center"> Build Python Data & AI web applications </h1> <div align="center"> From simple pilots to production-ready web applications in no time. <br /> No more compromises on performance, customization, and scalability. </div> <br /> <div align="center"> <strong> Go beyond existing libraries </strong> </div> ## Table of Contents - [Taipy? What for?](#-what-for) - [Taipy and its ecosystem](#-taipy-and-taipy-ecosystem) - [Quickstart](#-quickstart) - [Documentation and resources](#-documentation-and-resources) - [Contributing](#-contributing) - [Code of Conduct](#-code-of-conduct) - [License](#-license) ## ⭐ What for? Taipy is designed for data scientists and machine learning engineers to create data & AI driven web applications. ⭐️ Enables building production-ready web applications.<br/> ⭐️ No need to learn new languages; only Python is needed.<br/> ⭐️ Focus on data and AI algorithms. Delegates development complexities to Taipy.<br/> ⭐️ Simplifies production operations (hosting, deployments, maintenance, etc.).<br/> ## ✨ Taipy and Taipy Ecosystem Taipy includes the Taipy Python library enabling developers to easily empower their end-users with: - User interface generation - Data Integration - Pipeline orchestration - What-if analysis and scenario management - Authentication, roles and user management - Cron jobs and scheduling Besides the Taipy Library, the Taipy Ecosystem includes: - Taipy Designer - Taipy Studio - Predefined templates - Data platform integration Taipy comes with a set of materials to facilitate production operations and maintenance. - Command line interface. - Deployment scripts. - Version Management. - Data migration. - Telemetry and monitoring. ## ⏩ Quickstart To install the stable release of Taipy, run: ```bash pip install taipy ``` For alternative installation methods, an [Installation Guide](https://docs.taipy.io/en/latest/tutorials/getting_started/installation/) provides step-by-step instructions.<br> ## 💡 Documentation and resources A comprehensive documentation set is available at [Taipy Documentation](https://docs.taipy.io/en/latest/) to help you with Taipy tools. It includes [Tutorials](https://docs.taipy.io/en/latest/tutorials/), [user manuals](https://docs.taipy.io/en/latest/userman/), [API references](https://docs.taipy.io/en/latest/refmans/), and [Galleries](https://docs.taipy.io/en/latest/gallery/). ## ⚒️ Contributing Want to help build Taipy? Check out our [**Contributing Guide**](https://github.com/Avaiga/taipy/blob/develop/CONTRIBUTING.md). ## 🪄 Code of Conduct Want to be part of the Taipy community? Check out our [**Code of Conduct**](https://github.com/Avaiga/taipy/blob/develop/CODE_OF_CONDUCT.md) ## 🪪 License Copyright 2021-2025 Avaiga Private Limited Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at [Apache License](https://www.apache.org/licenses/LICENSE-2.0.txt) Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ", Assign "at most 3 tags" to the expected json: {"id":"5462","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"