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AI-Hackathon-2020

A pytorch based model implemented in FastAi for the purpose of patent classification.

Patent Classification Problem

Given the Patent Number, use the Google Patents to classify the patent category as Alcohol, Non Alcohol, Autonomous, Non Autonomous AWD LSTM used for language model and Text Classification.

Approach

  1. Web Scraping, Tokenization and Numericalization (Preprocessing)
  2. Language Model (Wikitext103)
  3. Text Classifier (AWD-LSTM)
  4. Fine tuning of hyperparameters

Model for Text Classification

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