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

Last update: Dec 29, 2022

Overview

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

Architecture

eyes system 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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Releases(v0.1.0-alpha.4)

v0.1.0-alpha.4(Oct 21, 2021)
Features

Add entity timeline card

Source code(tar.gz)
Source code(zip)
v0.1.0-alpha.3(Oct 19, 2021)
Features

Add post modal

ETL pipeline optimization

Source code(tar.gz)
Source code(zip)
v0.1.0-alpha.2(Oct 14, 2021)
Features

Specific entity monitor

Source code(tar.gz)
Source code(zip)
v0.1.0-alpha.1(Oct 13, 2021)
Features

Articles monitor

Entities monitor

SpaCy trainer, pipeline

ETL Pipeline(Celery + Argo Workflows)

Source code(tar.gz)
Source code(zip)

Owner

Sean

Data Scientist @kklab-com. MS degree @ NTU, Taiwan. Interested in Machine Learning, Natural Language Processing, Data Science.

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

Related tags

Overview

Features

Screenshots

Architecture

Tech Stack

Infrastructure

API

Web

ML

License

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Releases(v0.1.0-alpha.4)

v0.1.0-alpha.4(Oct 21, 2021)

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v0.1.0-alpha.3(Oct 19, 2021)

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v0.1.0-alpha.2(Oct 14, 2021)

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v0.1.0-alpha.1(Oct 13, 2021)

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