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An application to accept a description about a product and generate a name using NLP and LSTMs. Inspired by a very common question that arises while formulating an idea : "What do we call it ?"

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py-ranoid/WhatDoWeCallIt

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What is this ?

Ideally an application that accepts a description about a product and generates a name. Inspired by a very common question that arises while formulating an idea : "What do we call it ?"

How is it done ?

  • Create an LSTM-based text generator (done)
  • Use the text generator to join 2 words (done)
  • Parse a (description) document to extract keywords
  • Use Word2vec to find synonyms of Keywords
  • Join these synonyms to generate potential names

Bridge testing

Requirements

  • numpy
  • keras
  • Tensorflow
  • pandas

Run test_bridge.py.
Enter 2 words (ideally names) you'd like to join. Names must be 3 letters or greater. Example :

    Word 1 : brad
    Word 2 : angelina
    Bradlina      0.701200
    Brangelina    0.578985
    Angebrad      0.567822
    Braina        0.555771
    Bradelina     0.540182
    Bradgelina    0.511482
    Bradina       0.508800
    Angelrad      0.456382

Startup Name generator testing

Requirements : Same as above + requests

Run test_start_gen.py.
Enter a startup/product description. Example :

    Enter a description of your product : A website to rent cameras
    ****
    0. rent + camera
    1. website + rent
    2. rent + website
    Which patterns would you like to drop?
    (Numbers seperated by spaces, Enter if all patterns are relevant)
    :1 2
    *******
    Word : camera
    0. shot         1. cut          2. picture      3. angle        4. scene        
    5. lens         6. control      7. move         8. camera       
    Which synonyms would you like to drop?
    (Numbers seperated by spaces, Enter if all words are relevant)
     :0 1 4 6 7        
    Enter a synonym for "camera" (Enter to pass) :
    *******
    Word : rent
    0. manor        1. lease        2. issue        3. assessment   4. income       
    5. mortgage     6. land         7. owner        8. rent         
    Which synonyms would you like to drop?
    (Numbers seperated by spaces, Enter if all words are relevant)
     :0 2 3 4 5 6 7
    Enter a synonym for "rent" (Enter to pass) :lend
    Enter a synonym for "rent" (Enter to pass) :borrow
    Enter a synonym for "rent" (Enter to pass) :

    Printing upto 15 names :
    Rentamera     0.674700
    Borramera     0.628271
    Borrowlens    0.623722
    Lendamera     0.610022
    Borrera       0.607200
    Lendlens      0.600271
    Borlens       0.597700
    Borrongle     0.586300
    Borrangle     0.579822
    Rentlens      0.579600
    Leamera       0.569271
    Rentcamera    0.553322
    Leascamera    0.533400
    Lendera       0.526571
    Leaseangle    0.518922

Note : This model has been trained on popular US baby names and hence joins may reflect the same.

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An application to accept a description about a product and generate a name using NLP and LSTMs. Inspired by a very common question that arises while formulating an idea : "What do we call it ?"

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