Primary competition visual

data.org Financial Health Prediction Challenge

Helping Eswatini, Lesotho
and 2 other countries
  • Eswatini
  • Lesotho
  • Zimbabwe
  • Malawi
  • Scroll to see more
$1 500 USD
Completed (7 months ago)
Prediction
Machine Learning
1852 joined
894 active
Starti
12 Dec 25
Closei
15 Mar 26
Reveali
16 Mar 26
Learning ML Newbiee!!
9 Mar 2026, 14:32 · 8

Hi guys,

I'm new to ML , I'm unable to score more than 87% , I tried to add new features , filled the nulls properly, and added missing columns. Played with paramters and many more . One such is as we have high values are very less I tried smote but unable to improve my score. Can anyone help me how to move further , Suggest me some books of ML how to think differently and move further.

Thanks in Advance.

Discussion 8 answers
User avatar
CodeJoe

Try the starter notebook and use some claude😁

Upvotes 2
User avatar

I did, but finding patterns, moving forward needs some experiencen and I lack them, and these one of my first competitions so needed some guidance what books I can refer.

Upvotes 0
User avatar
CodeJoe

So ask claude, on finding patterns, on feature engineering tricks, ask it to help you understand the data. What is FHI? What constitutes it? How can you find FHI with the features you have. Is there a way to manipulate the data to get the actual classes.

Understanding FHI is a win in this competition! Good luck

Upvotes 1
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CodeJoe

You are welcome and keep on iterating💪. You can do this!

Upvotes 0
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SimangaAmbassador
Zindi Ambassador

Congratulations for starting your journey.. try optuna hyperparamters , check your validations , of course get reference with books like ML system design https://huyenchip.com/machine-learning-systems-design/toc.html for future and self improve

Upvotes 2
User avatar
CodeJoe

Thanks for the book big man, let me give it a read!

Upvotes 1
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SimangaAmbassador
Zindi Ambassador

There is a pdf , search it online , I was afraid of copyright 😆

Upvotes 1