# Machine Learning

- [Linear Regression](/machine-learning/linear-regression.md)
- [Logistic Regression](/machine-learning/logistic-regression.md)
- [GLM](/machine-learning/glm.md)
- [Multinomial Logistic Regression](/machine-learning/multinom.md)
- [K-means Clustering](/machine-learning/kmeans.md)
- [Random Forest](/machine-learning/random-forest.md)
- [XGBoost](/machine-learning/xgboost.md)
- [Forecasting](/machine-learning/forecasting.md)
- [Time Series Clustering](/machine-learning/timeseries_clustering.md)
- [Anomaly Detection](/machine-learning/anomaly.md)
- [Survival Curve](/machine-learning/survival-curv.md)
- [Survival Model (Cox Regression)](/machine-learning/cox-regression.md)
- [Market Basket](/machine-learning/arules.md)
- [Causal Impact](/machine-learning/causal_impact.md)
- [Evaluate Prediction - Regression](/machine-learning/evaluate_regression.md)
- [Evaluate Prediction - Binary](/machine-learning/evaluate_binary.md)
- [Calculate ROC](/machine-learning/do_roc.md)
- [Evaluate Prediction - Multiclass](/machine-learning/evaluate_multi.md)
- [Prediction](/machine-learning/prediction.md)
- [Prediction - Binary Classification](/machine-learning/prediction_binary.md)
- [Prediction - Survival Model](/machine-learning/prediction_coxph.md)
- [Simulate Survival Curve](/machine-learning/prediction_survfit.md)
- [Extract Summary of Fit](/machine-learning/model_stats.md)
- [Extract Parameter Estimates](/machine-learning/model_coef.md)
- [Run ANOVA Test](/machine-learning/model_anova.md)
- [Fix Imbalanced Data (SMOTE)](/machine-learning/smote.md)