Marvee Amasi
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 9/13/2024 in #middleware-and-os
Should I Adjust min_child_samples When Training LightGBM with 100% of the Data?
Hi @wafa_ath you need to re adjust
min_child_samples when you want to switch from 90% to 100% of the data,
Observe that
- Larger dataset = Higher min_child_samples value. Why ? Cus since you now have more data, increasing the value of min_child_samples it may help prevent the model from becoming complex and overfitting on noise yeah, which is important for embedded systems
- Then start by incrementally increasing min_child_samples by a small percentage , maybe you can start by 10% to 20% and monitor performance on cross validation5 replies