KAGGLE COMPETITION
REPORT
CADS.GP
Team GD70+3
© Copyright by CADS - FPT 2023
10 OCT 2023
PGP
1
EDA
Trend
1
Yearly seasonality
Trend by country
Weekly seasonality
Trend by store
2
Seasonality
© Copyright by CADS - FPT 2023
10 OCT 2023
PGP
2
Modeling
1
Model config
Feature
Feature engineering
Params:
Feature importance
Nhóm các feature đã extract
n_estimators = 100
learning_rate = 0.1
Feature thống kê
Max, Min, Mean, Median, Std…
max_depth = 6
Feature thời gian
Day/Month/Year, sin/cos by day
Feature profile
Country, Store, Product
Global
explanation
•
•
•
3
2
Train/Test
Train
Predict
2017 - 2020
2021
Sample
explanation
Data
Record index: 250
© Copyright by CADS - FPT 2023
10 OCT 2023
PGP
3
Thank you
© Copyright by CADS - FPT 2023
10 OCT 2023
PGP
4