tree-based-methods 20 machine-learning 9 classification 6 random-forest 6 python 5 gradient-boosting 4 regression 4 support-vector-machines 4 decision-trees 3 scikit-learn 3 xgboost 3 pandas 2 data-science 2 tree 2 kaggle-competition 2 classification-algorithm 2 logistic-regression 2 regression-models 2 optimization 2 adaboost 2 r 2 statistical-learning 2 clustering 2 deep-learning 2 churn-analysis 1 bike-sharing 1 churn-prediction 1 seaborn 1 churn-user-prediction 1 customer-churn 1 customer-churn-analysis 1 numpy 1 matplotlib 1 customer-churn-prediction-with-machine-learning 1 customer-churn-prediction 1 telecom-churn-prediction 1 telecom-churn-analysis 1 boosting-algorithms 1 customer-behavior-analysis 1 gradient-boosting-machine 1 neural-networks 1 kmeans 1 neural-network 1 dimension-reduction 1 statistical-machine-learning 1 knn 1 dnn 1 data-analysis 1 boosting 1 reinforcement-learning 1 heuristic-search-algorithms 1 multiclass-classification 1 forestry 1 random-forests 1 jupyter-notebook 1 tidyverse 1 tidymodeling 1 rstudio 1 cubist 1 linux 1 ebpf 1 survival-analysis 1 shrinkage-approaches 1 self-learning 1 resampling-methods 1 python-codes 1 multiple-testing 1 islp 1 exercise 1 applied-exercises 1 classification-methods 1 linear-regression 1 linear-models 1 feature-selection 1 cross-validation 1 optimization-algorithms 1 exploratory-data-analysis 1 data-visualization 1 data-cleaning 1 feature-attribution 1 unsupervised-machine-learning 1 supervised-learning 1 perceptron-learning-algorithm 1 nlp 1 llms 1 computer-vision 1 artificial-intelligence 1 tableau 1