Model Builder

Build and train machine learning models using the HHMI algorithm with customizable parameters and dataset uploads.

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About This Tool

The Model Builder HHMI tool allows users to create, train, and evaluate machine learning models using the HHMI (Hybrid Hierarchical Model Integration) algorithm. Upload your dataset in CSV format, configure model parameters like learning rate, epochs, and hidden layers, then train the model and get performance metrics including accuracy, precision, recall, and F1-score. The tool provides predictions on test data and allows downloading the trained model for offline use. Perfect for data scientists, researchers, and students who need a quick way to prototype ML models without coding.

How to Use

  1. Upload your dataset in CSV format (ensure it has headers and the target column is labeled).
  2. Configure model parameters: select algorithm type, set learning rate, number of epochs, and hidden layer configuration.
  3. Set training/test split percentage.
  4. Click 'Train Model' to start the training process.
  5. View performance metrics and predictions in the results section.
  6. Download the trained model or predictions as needed.
How to use model builder hhmi

Frequently Asked Questions

Find Quick Answers

What dataset formats are supported?
Currently only CSV files with headers are supported. The first row should contain column names, and one column should be designated as the target variable.
What types of models can I build?
The HHMI algorithm supports classification and regression tasks. For classification, it handles binary and multi-class problems. For regression, it predicts continuous values.
How long does training take?
Training time depends on dataset size, number of epochs, and model complexity. Small datasets (under 1000 rows) typically train in seconds, while larger datasets may take minutes.
Can I download the trained model?
Yes, after training completes, you can download the model in JSON format for offline use or integration into other applications.
Is my data secure?
All data processing happens in memory and is not permanently stored. Uploaded files are processed temporarily and deleted after the session ends.

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