Classification with SciKit-Learn
ALGORITHMS
LINEAR
SUPPORT VECTOR MACHINE
TREE BASED
TUNING
EVALUATION
METRICS
ANALYSIS
Classification with SciKit-Learn
Code snippets for building a range of classification machine learning models using SciKit-Learn
ALGORITHMS
LINEAR
SUPPORT VECTOR MACHINE
TREE BASED
- Decision Tree Classification
- Bagging Decision Tree Classifier
- Random Forest
- AdaBoost
- Histogram-Based Gradient Boosting
TUNING
- SVM Hyperparameter Tuning With GridSearchCV
- Tuning Random Forest Hyperparameters With RandomizedSearchCV
EVALUATION
METRICS
- Sklearn Classification Metrics
- Sklearn ROC AUC
- Sklearn Precision Score
- Sklearn Recall Score
- Sklearn Precision Recall Curve
- Sklearn ROC Curve
ANALYSIS