ML API

⚠️ Note: This API is not yet implemented and is planned for a future release.

The ML API will provide endpoints for machine learning operations, model training, and predictive analytics.

Planned Features

• Dataset management and preprocessing
• Model training and evaluation
• Hyperparameter tuning
• Batch predictions
• Model performance monitoring
• A/B testing for models
• Feature engineering tools

Base URL (Planned)

http://localhost:8080/api/v1/ml

Authentication

Will use the standard BotServer authentication mechanism with appropriate role-based permissions.

Endpoints (Planned)

Dataset Management

POST /api/v1/ml/datasets GET /api/v1/ml/datasets DELETE /api/v1/ml/datasets/{dataset_id}

Model Training

POST /api/v1/ml/train GET /api/v1/ml/jobs/{job_id} POST /api/v1/ml/jobs/{job_id}/stop

Predictions

POST /api/v1/ml/predict POST /api/v1/ml/batch-predict

Model Evaluation

GET /api/v1/ml/models/{model_id}/metrics POST /api/v1/ml/models/{model_id}/evaluate

Feature Engineering

POST /api/v1/ml/features/extract GET /api/v1/ml/features/importance

Implementation Status

This API is currently in the planning phase. Check back in future releases for availability.