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my_dl_solutions

My nuts and bolts solutions on some Deep Learning/Machine Learning/NLP projects

Quora question pair duplication detection

Dataset: 400K+ pairs, task: binary classification Link to download

Model Architecture: ![Model Architecture] (https://raw.githubusercontent.com/lampts/my_dl_solutions/master/QUORA.png)

Leaderboard

Model # Params Test (Accuracy)
Bilateral Multi-Perspective (Wang, IBM) N/A 88.17
Small cat RNN+CNN this model (Laam, Sentifi) 1.4M 84.89

Notes: we need the apple-to-apple comparison, so I just put the result based on same test data from Wang.

ATIS: Airline Travel Information System(ATIS) dataset

My solution: F1 on validation is 94.92

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