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Apache Texera - Human-AI Collaborative Data Science Using Visual Workflows

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Apache Texera (Incubating) is an open-source platform for human-AI collaborative data science using visual workflows.

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Apache Texera (Incubating) is an open-source platform for human-AI collaborative data science using visual workflows. It enables human analysts to construct, execute, and refine data analysis tasks through an intuitive GUI, assisted by AI agents that understand natural-language instructions. Texera is well suited for a wide range of applications, including "AI for Science," by making advanced AI and data science capabilities accessible to a broader community. It can run on a laptop for local use or be deployed in the cloud to support scalable processing of large datasets.

The platform has the following key features:

  • Natural-language data science through AI agents
  • Intuitive GUI-based workflows for data science
  • Real-time collaboration for workflow editing and execution
  • Runtime debugging and interactive workflow execution
  • Language-agnostic workflow runtime, native support for Python and Java
  • Parallel backend engine for scalable big-data processing
  • Separation of compute and storage for flexible cloud deployment

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Citation

Please cite Texera as


@article{DBLP:journals/pvldb/WangHNKALLDL24,
 author = {Zuozhi Wang and
 Yicong Huang and
 Shengquan Ni and
 Avinash Kumar and
 Sadeem Alsudais and
 Xiaozhen Liu and
 Xinyuan Lin and
 Yunyan Ding and
 Chen Li},
 title = {Texera: {A} System for Collaborative and Interactive Data Analytics
 Using Workflows},
 journal = {Proc. {VLDB} Endow.},
 volume = {17},
 number = {11},
 pages = {3580--3588},
 year = {2024},
 url = {https://www.vldb.org/pvldb/vol17/p3580-wang.pdf},
 timestamp = {2024年9月19日 13:09:37 +0200},
 biburl = {https://dblp.org/rec/journals/pvldb/WangHNKALLDL24.bib},
 bibsource = {dblp computer science bibliography, https://dblp.org}
}

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