mitchellspryn / kagglequoraquestionsimilarity Goto Github PK
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Github repo for kaggle quora question similarity problem
Investigate word embedding model
Get following information:
*Label distribution
*Number of unique words
*Average sentence length
*Word distributions
The notebook should be generic so it can be used after cleaning is done.
In the Initial Analysis notebook (notebooks/Initial Analysis.ipynb, commit 89c4a74), we saw that there was a pattern that certain questions were linked against often as duplicates. Perhaps we can use this as a mechanism for augmenting our duplicate identification process.
https://github.com/seatgeek/fuzzywuzzy. Might be a useful feature.
Investigate using LSTM for question similarity. Start with one-hot encoding until word embedding investigation is done.
Devise a consistent way to clean the text, map similar words together, etc.
Perform stratified split on provided dataset and upload to repo
There was the theory floated at the meeting on 4/29 that removing emotionally charged passages from the questions may lead to better identification of the core question being asked, in turn making our models more accurate.
Let's test that theory.
Create a notebook / code that predicts sentiment for given window sizes. Find a way that for a given window size / threshold value:
Use the above two to identify optimal window size / threshold value / other algorithm details.
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