What is Platform X - AutoML?
AutoML is an Automated Machine Learning solution to empower domain and business experts in banks to use Machine Learning (ML) and Artificial Intelligence (AI) for creating business values. Business and analytics teams can develop and implement advanced AI projects without coding and understanding the underlying algorithms.
Automated Model
Tuning and selection
CreditNext automatically performs hyperparameter tuning and finds the top N models on a given dataset.
The solution also supports manual tuning for expert data scientists.
It also recommends the best model from N candidate models based on performance on the out-of-sample dataset.
Structured Machine
Learning Pipeline
Adopt best practices to build ML models to improve model generalization to the out-of-sample dataset and avoid overfitting.
Model Output
Explainability
Easily explain the output of a model, to ensure full transparency for regulatory and internal purposes.
Explore a model, its important features and easily understand why it made a specific prediction using multiple visualizations.
Model
Documentation
Customizable model documentation template to generate detailed documentation for a selected model.
Integrated
MLOps
Automatically logs and tracks model hyperparameters, metrics and artifacts to easily replicate model output at a later stage.
Challengers
Models for
Traditional Method
Quickly generate benchmark challenger models for your existing scorecards and models to identify areas for model performance improvement.
Transparently identifies important features that can be incorporated to existing models and build challenger models in a fraction of the time it takes to build models using traditional workflow.
EDA, Visualizations
and Reports
Pre-configured reports and visualizations used in the financial industry to speed up EDA, feature transformation, and feature selection.
Model
Deployment
Automatically deploy the model as API service or as the model object with both on-premises and on-cloud deployment options.
