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Files

The repo includes the following:

  • xgb_model.pckl :XGboost model for classifying satisfactory and unsatisfactory chatbot-customer conversations
  • ISODS_train.ipynb:Code for model training
  • ISODS_test.ipynb:Code to load the model and predict on test data
  • vietnamese-stopwords.txt: Text file containing list of Vietnamese stop words

All the files are required to be in the same folder along with training and test csv files

Libraries

  • pandas (v1.1.3)
  • numpy (v1.19.2)
  • regex (v2.2.1)
  • scikit-learn (v0.23.2)
  • pyvi

Usage

If using a jupyter notebook, it is convenient to create a separate conda environment and activating it prior installing these packages.

conda create --name <env_name>
conda activate <env_name>

Use the conda manager to install the packages (except pyvi, which is installed through pip)

Leaderboard

Competition result: 2nd

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Vietnamese chatbot competition

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