Lingorithm Text Classification

This package is the core function for any NLP operation or pacakge used by lingorithm.

Installation

Use the package manager pip to install ltck.

pip install ltck

Usage

Data

Input data is a list of tuples

data = [
    ("Help me please", "commonQ.assist"),
    ("Is this a bot?", "commonQ.bot"),
    ("Is there a bot chatting to me?", "commonQ.bot")
]

import ltck

tc = ltck('en', data) 

tc.train(epochs=20, batch_size=8, model_name="commonQ_v1")


classified = tc.classify("Help me please")

print(classified)
# [('commonQ.assist', 0.9737932),
#  ('commonQ.not_giving', 0.012769885),
#  ('commonQ.name', 0.0071987235),
#  ('commonQ.how', 0.002869619),
#  ('commonQ.query', 0.0023981368),
#  ('commonQ.bot', 0.000478917),
#  ('faq.bad_service', 0.0003706195),
#  ('faq.aadhaar_missing', 5.4887507e-05),
#  ('faq.apply_register', 3.3203887e-05),
#  ('commonQ.just_details', 1.60179e-05),
#  ('faq.biz_new', 9.965993e-06),
#  ('faq.application_process', 3.101246e-06),
#  ('faq.borrow_limit', 1.6019511e-06),
#  ('faq.borrow_use', 1.4953373e-06),
#  ('commonQ.wait', 2.9794015e-07),
#  ('faq.biz_simpler', 2.6959242e-07),
#  ('contact.contact', 9.587218e-08),
#  ('faq.biz_category_missing', 5.7328425e-08),
#  ('faq.approval_time', 5.5687766e-09),
#  ('faq.banking_option_missing', 1.6084242e-09),
#  ('faq.address_proof', 1.3430994e-09)]

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.

License

MIT