Primary competition visual

AI4D Africa’s Anglophone Research Lab Tanzania Tourism Classification Challenge

Helping Tanzania, United Republic of
$1 000 USD
Challenge completed over 3 years ago
Classification
506 joined
180 active
Starti
Jun 01, 22
Closei
Jul 01, 22
Reveali
Jul 01, 22
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Koleshjr
Multimedia university of kenya
Sometimes One single good model is all you need.
Platform · 1 Jul 2022, 18:12 · 5

As much as ensembling helps, it really does not push someone to be creative in their FE process. If you spent time in Feature Engineering in this competition plus a GOOD CROSS VALIDATION SCHEME well you could have easily had a good model that ends up in the top positions. So to anyone reading this, ensembling works yes but try to push yourself to the limits in your FE process and you will see the magic. Good features that i got were,

Package_all, combine all packages into one feature

Tour_arrangement plus all the other categorical features and more

Funny thing one single model would have been on the 2nd place yes 2nd place. Too bad i never chose that due to the no correlation with the public lb but yes it can be done. Hope this helps

Discussion 5 answers

It would really helpful if you could share your notebook , this way we get to learn the feature engineering techniques you have used

1 Jul 2022, 18:29
Upvotes 1
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Koleshjr
Multimedia university of kenya

I will after zindi has approved the solution

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bonfaceonyango
Pwani University

Congratulations Koleshjr for the great work. I'm eagely waiting to see how you extracted the most relevant features for improved accuracy.

1 Jul 2022, 19:22
Upvotes 0
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Koleshjr
Multimedia university of kenya

Thank you :)