challenge axa datascience
TRANSCRIPT
Matthieu Scordia
Score insurance’s product for cross-sales.
1st : 5 000 € 2nd : 3 000 € 3th: 2 000 € 4th : 1 500 € 5th: 1 000 € 6th: 500 €
Second phase of the competition with DSS!
Matthieu Scordia
Step 1: Let’s get started.
1 - Download & install the DSS community edition.
2 - Import the AXA project.
Matthieu Scordia
Step 2: Enter the flow.
datasets source datasets preprocessed
submissions
Two models plugged
Matthieu Scordia
The data.
Classification problem. - Target: {0, 1} - Some known variables: department, sex, age - 19 more numerical, only integers. - 11 categorical variables with small cardinality.
25 333 rows!
88 225 rows!
34 columns!
Unbalanced!!
Matthieu Scordia
Step 3: Make your own model.
Two examples available in the DSS project:
a python script running a random forest: - a DSS model bench:
Matthieu Scordia
Put your model in the flow or customize it in a python notebook
2 - Récupérer des features et les critiques sur allocine.com
If you want to submit on datascience.net.