Batch Processing

Batch Predictions

Upload datasets and run predictions on multiple rows at once. The system processes your data through trained models and returns both predictions and analysis. Use the no-code interface or API endpoints for programmatic access.

Upload Dataset

Batch Prediction Process

Automatic summary generation for prediction batches

Input Data
Trained Model
Predictions
Summary

Data Upload

Batch Prediction Process

Upload your dataset through the web interface or API. The system processes your data, runs it through your selected trained model, and generates predictions for each row. You'll receive a detailed summary of input data statistics and prediction results.
Run Prediction
Batch Prediction Interface

Input Options

The batch prediction system supports these data input methods and formats.

  • Upload Methods

    Multiple

    Web interface, API, or direct database connection.

  • File Formats

    CSV/JSON

    Support for standard data file formats.

  • Results Format

    Flexible

    Download as CSV or access via API.

Batch Processing

System Features

Key components of the batch prediction system.

  • Input Data Analysis

    Automatic

    System analyzes uploaded datasets and provides summary statistics.

  • Processing Time

    Minutes

    Most batch predictions complete within minutes depending on size.

  • Results Format

    Multiple

    Get results as CSV, JSON, or view in the dashboard.

Access Options

Usage Methods

Ways to use the batch prediction functionality.

  • No-Code

    File Upload

    Upload data files directly through the web interface without coding.

  • Available

    API Access

    Use REST API endpoints for programmatic batch predictions.

  • Scalable

    Data Size

    Process datasets from small files to millions of rows.

Results Analysis

Prediction Outputs

After processing, the system provides a complete set of predictions along with summary statistics. View distribution charts, averages, and trends in your prediction results. Download the full dataset with predictions added as a new column.
View Example
Prediction Results

Processing Details

The batch prediction system handles these data processing steps.

Input Data Processing

  • Data ValidationAutomatic

    System checks for missing values, incorrect formats, and other data issues.

  • Summary StatisticsGenerated

    Automatic generation of min, max, average, and distribution statistics for uploaded data.

Prediction Outputs

  • Results AnalysisDetailed

    Summary statistics and visualizations of prediction outputs.

  • Export OptionsMultiple

    Download complete datasets with predictions or summary reports.