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What Machine Learning algorithms does AI Studio offer?
AI Studio provides a selection of fast, performant algorithms to solve a variety of Machine Learning problems:
- Classification: decision trees, ensembles of decision trees (Bagging, Random Forests, and Boosting Ensembles), logistic regression,Support Vector Classification, Multi-layer Perceptron, Light GBM, Naive Bayes, XGBoost, Catboost.
- Regression: decision trees, ensembles of decision trees (Bagging, Random Forests, and Boosting Ensembles), Linear Regression, Ridge, Linear SVR, Lasso, Light GBM.
- Time Series:
- Cluster Analysis: k-means and g-means HDBSCAN, Spectral Clustering, Agglomerative Clustering, Affinity Propagation, Birch.
- Anomaly Detection: Isolation Forest, IQR, DBSCAN.
- Association Discovery: Magnum Opus