Zindi New User Engagement Prediction Challenge
Can you predict if a new user will be active for 2 months in a row?
Prize
\$5 000 USD
Time
Ended ~1 month ago
Participants
221 active · 1211 enrolled
Helping
Africa
Intermediate
Prediction
1st place solutions
Notebooks · 6 Mar 2023, 11:03 · 4

First of all i want thank you my GOD, And i want thank you greatly zindi for gave this opportunity.

when i go to my approach

1. I divided the train and test data in three :

1. train_1 it is which has activity and created day is < 22 and test_1 aslo which has activity.

2. train_2, it is which has no activity and the created day is >21 and also for test.

3. train_3 is created day is <22 and which has no activity.

2. feature engineering

1. i taken sum, mean, quantile rows wise of activity.

2. i used day of created and i take how many day remain for next month

3. i used how many competition joined and how many are seceret and how many are hosted his country.

4. i used also how many competition is active, how many are active and secret, how many are go to next month so on.....

5. i taken the standard deviations of activity day and last activity day and how many day activity and hour.....

6. from discussion, i used count of discussion and type of discussion.

7. i didn't use the comments for train_1 because test_1 users didn't made comments.

8. i extracted some info from jobs and blogs.

3. modeling.

1. i taken for training users who has more probablity to test data.

2. i used small stacknet method combination of rf, lg and (catboost the final model).

this is my short solution, i can't got to a broad because i am taking final exam, i hope it give small idea. thank you all, @Koleshjr you did great work!