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abhilash_niki's Introduction

Niki.ai project

Project to classify questions in set categories like "What", "When", "Why", "Affirmation" and "Unknown"

Getting Started

These instructions will get you a copy of the project up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system.

Prerequisites

What things you need to install the software and how to install them

pip install -r requirements.txt

Running the code

Clone the directory

git clone https://github.com/abhilash1994/abhilash_niki.git

run the main.py file in the diretory cloned

python main.py

Machine learning technique used

  • TF-IDF vectorizer
    • Used a ngram of range 1-3.
    • Standard tokenizer of NLTK used to tokenize words.
    • 'min_df' = 0.001 after hyper parameter tuning.
  • SVM Stochastic Gradient descent Classifier

License

This project is licensed under the MIT License - see the LICENSE.md file for details

abhilash_niki's People

Contributors

abhilash1994 avatar

Watchers

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