In the link below, I provide the usage of BoostingClassifier in sklearn. I have tried GradientBoostingClassifier and XGBClassifier. I have experimented with different values of the learning_rate parameter.
https://colab.research.google.com/drive/1j04T9hBEr8ZF6fg9sapvP3Pe2q8-VD9i?usp=sharing