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How does DataFawn enable code-free machine learning model training?

2025-08-20 350
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DataFawn enables a fully visualized machine learning process with three layers of automation:

  • Intelligent Preprocessing: Automatic detection of data types, handling of missing values, standardization/normalization
  • Characterization Engineering Automation: automatically generate derived features based on data types, such as time series decomposition, text vectorization, etc.
  • AutoML engine: Automatically test multiple algorithm combinations, optimize hyperparameters, and select the best model

Users only need to complete three simple steps:

  1. Upload structured CSV data files
  2. Selection of target variables (predictors)
  3. Click on the Training button

The platform displays the training progress in real time and provides a complete evaluation report containing metrics such as accuracy and confusion matrix upon completion.

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