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Bayanii
No-code ML · Arabic & English

See what your data can do

Bayanii turns a CSV into a working machine-learning model — no code. Built for analysts and researchers who need a fast, honest read on what their data can predict.

Free during beta. Please don't upload sensitive or personal data.

Prototype in minutes

Upload a CSV, pick the column you want to predict, and get a trained model back. No environment setup, no algorithm choices.

Check feasibility fast

Before committing to a full ML project, get an honest read on whether your data can predict your target — and how accurately.

Understand every model

Bayanii shows which model it picked, how it scored, and what it did to your data — a model card, not a black box.

You bring the data. Bayanii picks the model.

Instead of asking you to choose an algorithm, Bayanii trains a lineup of models in parallel for your task — linear models, tree ensembles, gradient boosting and more — then grades each one and keeps the best.

Regression Classification Forecasting
Linear
Random Forest
Extra Trees
XGBoost
HistGradientBoosting
CatBoost
Best model selected automatically

From CSV to predictions in four steps

A guided flow takes you from raw data to a model you can actually use — no ML background needed.

1) Upload

Upload your dataset and choose the column you want to predict.

2) Train

Bayanii trains a lineup of models for regression, classification or forecasting.

3) Evaluate

Review accuracy, charts and a transparent model card to judge the result.

4) Use & export

Make predictions on new data and export the results as CSV.

Ready to see what your data can do?

Create a free account and train your first model in minutes.

Start building