eyes is a Public Opinion Mining System focusing on taiwanese forums such as PTT, Dcard.

Related tags

Miscellaneousreactreduxjavascriptpythongraphqlcrawlerdata-sciencedata-miningdata-engineeringopinion-miningtask-queuepublic-opiniontailwindcss
Overview

DOI Release License Testing

eyes is a Public Opinion Mining System focusing on taiwanese forums such as PTT, Dcard.

Features

  • 🔥 Article monitor: helps you capture the trend at a glance.
  • 🔥 Entity monitor: helps you spy on a specific entity.
  • 🔥 Weak supervision: let you generate & update model without human effort.
  • 🔥 Well-integrated with spaCy: let you train models by yourself or use trained models in model hub simply.

Screenshots

Articles Dashboard Entities Dashboard Entity Dashboard

Architecture

eyes system architecture

Architecture

Tech Stack

Infrastructure

  • Argo Workflows
  • Celery, Flower
  • Kubernetes, Helm Charts
  • MySQL
  • Redis

API

  • FastAPI
  • SQLAlchemy ORM
  • GraphQL

Web

  • React + Redux-Saga
  • Tailwindcss

ML

  • spaCy
  • skweak

License

MIT

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Data Scientist @kklab-com. MS degree @ NTU, Taiwan. Interested in Machine Learning, Natural Language Processing, Data Science.
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GitHub Repository https://r05323028.github.io/eyes
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