Primary competition visual

Gender-Based Violence Tweet Classification Challenge

Helping Global
2000 Points
Challenge completed almost 4 years ago
Natural Language Processing
Classification
634 joined
140 active
Starti
Aug 09, 21
Closei
Nov 14, 21
Reveali
Nov 14, 21
User avatar
Professor
How to beat my score.
Connect · 10 Aug 2021, 12:00 · 1

Hi everyone, a lot of folks are at the top because of the hard work they put into the just concluded hackathon. This means you can also be among the top ten if you put in some hard work, so I won't be sharing my notebook. Nevertheless, I'll give some tips on how you can beat my current score on the leaderboard.

0) do proper cleaning of the text data.

1) use a stratified split for training and validation, classes are quite imbalanced.

2) Read up on pseudo labelling and try applying it here.

3) Avoid overfitting, it's easy to get a high score.

4) ML approaches are good enough, but you may want to try deep learning approaches.

Expecting to see y'all above my score on the leaderboard.....😉

Discussion 1 answer
User avatar
underfitting
Church of christ

Thank you @Professor for sharing your approach.

12 Aug 2021, 07:09
Upvotes 0