> For the complete documentation index, see [llms.txt](https://docs.exploratory.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.exploratory.io/machine-learning.md).

# Machine Learning

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