galuhsahid / indonesian-word-embedding

An Indonesian word embedding demo

Indonesian Word Embedding

A web application that demonstrates Indonesian word embedding, inspired by Word embedding demo.

See the demo: http://indonesian-word-embedding.herokuapp.com (might take a few seconds if the app is "asleep"--it needs to be booted and loading the vectors might take a few secs)

Right now it serves pre-trained word vectors from here. The word vectors are trained on the Word2vec model from Wikipedia texts using the CBOW training algorithm.

💡 future improvements

• Refactoring. This is my first time using Vue so I'm sure there are a lot of things to be refactored that I haven't known yet!
• Serves multiple models. Not only Word2vec using CBOW but also Word2vec using skip-gram or even FastText.
• Add more in-depth explanations, possibly for each section.
• As more explanations are added, consider using Vuex.
• Indonesian translation.

💭 contribute

If you're interested to work in improving the points above or if you have any idea, feel free to make a pull request! 🙏

⚙ setup

# install front-end
cd frontend
npm install

# serve with hot reload at localhost:8080
npm run dev

# build for production/Flask with minification
npm run build

# install back-end
cd ../backend
virtualenv -p python3 venv
source venv/bin/activate
pip install -r requirements.txt
cd ..

# serve back-end at localhost:5000
FLASK_APP=run.py flask run

credits

• Web app boilerplate
• Pre-trained word vectors