Advana is a code-free, data science and machine learning model development software. Its drag and drop modeling capabilities include Clustering (K-Means, Bisecting K Means, Gaussian Mixture and Latent Dirichlet Allocation), Regression (Linear, Generalized Linear, Decision Tree, Random Forest, Gradient-Boosted Tree, Survival and Isotonic) and Classification (Logistic Regression, Decision Tree, Random Forest, Gradient-Boosted Tree, Multilayer Perceptron and Naive Bayes) techniques. Productivity enhancing features such as Model Tuning, Pipelining and Visualization of model outputs are also included.

Advana comes with menu-driven data preparation capabilities which include multiple techniques for Feature Extraction, Feature Transformation and Data Transformation. Advana is powered by Spark MLlib. A Sand Box for storing datasets for modeling and Spark MLlib is included in the image.