MAIA Tabular
Easily build data prediction AI models without programming.Extract key insights from big data, support multiple algorithm models,
and automatically select the best parameters for optimal performance.
Easily Train Structured Data Models
↓ Create Project
↓ Import Data
↓ Select Model
↓ Train and Apply Model
Software Features
Automated Training for Tabular Data Models
Select Algorithm
Model Evaluation
Expand Model
Data Preprocessing & Visualization
Define various data formats, customize handling of missing values and outliers,
and gain insights through detailed visualization analysis.
Automated Model Training
Supports Multiple Algorithm Models for Automated Model Training.
Model Evaluation
Provides diverse evaluation methods, including Confusion Matrix, ROC curve, and visualized feature importance ranking for thorough performance assessment.
Model Inference
Apply Model Inference to New Data.
Key Technology Description
Auto Hyperparameter Tuning
Automatically Selects Optimal Model Parameters and Performs Hyperparameter Tuning.
Model Validation
Utilizes various validation techniques, including Cross Validation, to ensure the model's generalization ability and stability.
Core Model
LightGBM
Decision Tree-Based Gradient Boosting with Histogram Compression.
XGboost
Decision Tree-Based Gradient Boosting with GOSS Technology.
Logistic regression
The algorithm is simple, easy to grasp and implement, built on a linear composition framework.
Catboost
Gradient Boosting Framework with Ordered Boosting & Symmetric Decision Tree Technology.
Random Forest
Ensemble Learning Method Based on Decision Trees.
Tabnet
TabNet → ElasticNet: A Highly Efficient, Simple, and Easily Understandable Algorithm.
Meets Various Needs
Standalone Version
Compatible with Windows 10, Windows 11, and Ubuntu, MAIA can be integrated with Muen’s latest software, MQE (Medical Query Expert), making it the ideal solution for project planning and research paper writing.
Subscription-Based
Offers cloud-based AI solutions with a monthly subscription plan, making it more affordable for new MAIA Tabular users. With competitive pricing, it helps you effortlessly build and manage your AI project team.
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