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industry-classification-api
sampathkethineedi/industry-classification-api
industry-classification-api is a text classification model from sampathkethineedi. Use it when you need a label for a piece of text. It is set up for transformers.
BERT Model to classify a business description into one of 62 industry tags. Trained on 7000 samples of Business Descriptions and associated labels of companies in India.
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8.7K
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Repo size
1.3 GB
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16
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- May 19, 2021
- SHA
- 126bd5e2
Try a prompt
Model card
From the Hugging Face model README
industry-classification-api
Model description
BERT Model to classify a business description into one of 62 industry tags. Trained on 7000 samples of Business Descriptions and associated labels of companies in India.
How to use
PyTorch only
from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline
tokenizer = AutoTokenizer.from_pretrained("sampathkethineedi/industry-classification")
model = AutoModelForSequenceClassification.from_pretrained("industry-classification")
industry_tags = pipeline('sentiment-analysis', model=model, tokenizer=tokenizer)
industry_tags("Stellar Capital Services Limited is an India-based non-banking financial company ... loan against property, management consultancy, personal loans and unsecured loans.")
'''Ouput'''
[{'label': 'Consumer Finance', 'score': 0.9841355681419373}]
Limitations and bias
Training data is only for Indian companies
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Languages
- en
- Created
- Mar 2, 2022
- Updated
- May 19, 2021