explosion/spaCy
1
1
Fork 0
mirror of https://github.com/explosion/spaCy.git synced 2024-12-24 17:06:29 +03:00
Code Issues Packages Projects Releases Wiki Activity

Added BERTopic to Spacy Universe (#11159)

Browse Source 
* Added BERTopic to Spacy Universe

* Fix no render of visualization
This commit is contained in:
Maarten Grootendorst 2022-07-19 12:37:18 +02:00 committed by GitHub
parent 2235e3520c
commit 1caa2d1d16
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
1 changed files with 31 additions and 0 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

31
website/meta/universe.json
View File

@ -544,6 +544,37 @@
"website": "https://koaning.io"
}
},
{
"id": "bertopic",
"title": "BERTopic",
"slogan": "Leveraging BERT and c-TF-IDF to create easily interpretable topics.",
"description": "BERTopic is a topic modeling technique that leverages embedding models and c-TF-IDF to create dense clusters allowing for easily interpretable topics whilst keeping important words in the topic descriptions. BERTopic supports guided, (semi-) supervised, hierarchical, and dynamic topic modeling.",
"github": "maartengr/bertopic",
"pip": "bertopic",
"thumb": "https://i.imgur.com/Rx2LfBm.png",
"image": "https://raw.githubusercontent.com/MaartenGr/BERTopic/master/images/topic_visualization.gif",
"code_example": [
"import spacy",
"from bertopic import BERTopic",
"from sklearn.datasets import fetch_20newsgroups",
"",
"docs = fetch_20newsgroups(subset='all', remove=('headers', 'footers', 'quotes'))['data']",
"nlp = spacy.load('en_core_web_md', exclude=['tagger', 'parser', 'ner', 'attribute_ruler', 'lemmatizer'])",
"",
"topic_model = BERTopic(embedding_model=nlp)",
"topics, probs = topic_model.fit_transform(docs)",
"",
"fig = topic_model.visualize_topics()",
"fig.show()"
],
"category": ["visualizers", "training"],
"author": "Maarten Grootendorst",
"author_links": {
"twitter": "maartengr",
"github": "maartengr",
"website": "https://maartengrootendorst.com"
}
},
{
"id": "tokenwiser",
"title": "tokenwiser",