big-c-note / parsley

Unsupervised text clustering

Parsley

Parsley is a unsupervised semantic classifier. Why group a bunch of questions by hand when a computer can?

Current Research and Roadmap

Currently I've implemented a simple unsupervised clustering method based off already trained word embedding models from Facebook and Google.

Cluster Your Own text

Start off by cleaning the data. This currently only supports Ahrefs keyword data.

test

parsley clean --help

Then cluster the text. You can choose which model you want to use.

parsley cluster --help

Finally, you can create a simple plot.

parsley plot --help

Sentence (or Keyword) Embeddings

• Facebook InferSent
  • The Paper
  • Creative Commons Non Commercial.
• Google Sentence Encoder
  • The Paper
  • Apache 2.0 (Mostly free to use)

Agglomeritiver Clustering

• Sklearn Implementation
• Helpful Video on Undersstanding

Helpful Links

• this article
  • this seasoned author and researcher
• Helpfull Article
  • Not a well-known author