Machine Learning

Besides allowing the generation of data, SimbaML provides functionalities to easily integrated the generated data into the machine learning process.

Time-Series-Prediction

SimbaML’s main strength lies in leveraging prior knowledge of ODEs to run time-series predictions. That is, we predict a certain number of time-steps into the future based on a defined number of input time-steps.

Models

• Time-Series Prediction Models
  • Time-Series Models
    • Provided Models for Time-Series Prediction
    • Include Own Model for Time-Series Prediction
  • Transfer Learning Time-Series Models
    • Provided Models for Transfer Learning
    • Include Own Model for Transfer Learning

Pipelines

• Synthetic Data Pipeline
  • Configure Synthetic Data Pipeline
  • Start Synthetic Data Pipeline
• Mixed Data Pipeline
  • Configure Mixed Data Pipeline
  • Start Mixed Data Pipeline
• Transfer Learning Pipeline
  • Configure Pipeline
  • Start Pipeline

Steady State Prediction

Coming soon!