Hugging Face's logo

sampathkethineedi
/
industry-classification

Text Classification
Transformers
PyTorch
TensorFlow
English
distilbert
tensorflow
industry
buisiness
description
multi-class
classification
Model card Files Community
1
industry-classification / README.md
system's picture
system HF staff
Update README.md
b89dc8f
preview code
|
raw history blame
No virus
3.31 kB
metadata
language: en
thumbnail: https://huggingface.co/sampathkethineedi
widget:
  - text: >-
      3rd Rock Multimedia Limited is an India-based event management company.
      The Company conducts film promotions, international events, corporate
      events and cultural events. The Company's entertainment properties include
      3rd Rock Fashion Fiesta and 3rd Rock Calendar. The Company's association
      with various events in Mumbai includes Bryan Adam's Live in Concert,
      Michael Learns to Rock (MLTR) Eternity Concert, 3rd Rock's Calendar Launch
      2011-2012, Airtel I Phone 4 Launch and ISPL Cricket Tournament 2012.
  - text: >-
      Stellar Capital Services Limited is an India-based non-banking financial
      company. The Company is mainly engaged in the business of providing loans
      and advances and investing in shares, both quoted and unquoted. The
      Company's segments are trading in share and securities, and advancing of
      loans. The trading in share and securities segment includes trading in
      quoted equity shares, mutual funds, bonds, futures and options, and
      currency. The Company's financial services include inter corporate
      deposits, financial consultancy, retail initial public offering (IPO)
      funding, loan against property, management consultancy, personal loans and
      unsecured loans.
  - text: >-
      Chemcrux Enterprises Ltd is a manufacturer of intermediates for bulk
      drugs, and dyes and pigments. The Company's products include 2 Chloro
      Benzoic Acid; 3 Chloro Benzoic Acid; 4 Chloro Benzoic Acid; 4 Nitro
      Benzoic Acid; 2,4 Dichloro Benzoic Acid; 4 Chloro 3 Nitro Benzoic Acid; 2
      Chloro 5 Nitro Benzoic Acid; Meta Nitro Benzoic Acid; Lassamide, and Meta
      Chloro Per Benzoic Acid. The Company also offers various products on
      custom requirements, including Aceturic Acid; Meta Chloro Benzoyl
      Chloride; 3-Nitro-4-Methoxy Benzoic Acid; 2 Amino 5 Sulfonamide Benzoic
      Acid; 3,4 Dichloro Benzoic Acid; 5-Nitro Salycylic Acid, and 4-Chloro
      Benzoic Acid -3-Sulfonamide. The Company's plant has a capacity of 120
      metric tons per month. The Company exports to Europe, Japan, the Middle
      East and East Africa. It is engaged in development and execution of
      various processes, such as High Pressure Oxidation, Nitration and Chloro
      Sulfonation.
tags:
  - distilbert
  - pytorch
  - text-classification
  - industry tags
  - buisiness description
  - multi label classification
liscence: mit
inference: false

distilbert-business-domain-classification

Model description

DistilBERT 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 

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