Mljar

Mljar is an AI-powered desktop application designed for end-to-end data analysis and machine learning directly on your own machine. It enables users to interact with their data through a natural language chat interface, making it easier to explore datasets, understand patterns, and generate insights without writing extensive code. By running locally, Mljar keeps data on the user’s computer, which is particularly valuable for sensitive or proprietary datasets that cannot be sent to external cloud services.

The tool supports a full workflow from data ingestion to model deployment. Users can load CSV or spreadsheet files, inspect distributions, generate summary statistics, and automatically create visualizations such as histograms, time-series plots, and correlation heatmaps. Mljar assists with data cleaning and transformation, including handling missing values, encoding categorical variables, and feature engineering. It also provides automated machine learning capabilities for building, evaluating, and comparing models for tasks such as classification, regression, and forecasting, with clear reports on model performance and feature importance.