Dataset

Upload CSV or Excel with a target column

Try with a sample dataset

Pick one to explore instantly — no upload needed

XGBoostOpenMP · n_jobs=-1

Optimized gradient boosting with regularization

Number of Rounds100

Learning Rate (eta)0.30

Pro tip: Halving the learning rate? Double the number of rounds to maintain performance. Lower eta + more rounds = better generalization.

Max Depth6

Subsample1.00

Col Sample per Tree1.00

Gamma (min split loss)0.0

Test Size20%

2D Projection

Advanced Settingstap to expand

Parameter Guide

Performance Metrics

Accuracy

—

Awaiting training

Precision

—

Awaiting training

Recall

—

Awaiting training

F1 Score

—

Awaiting training

ROC AUC

—

Awaiting training

Dataset

—

Awaiting training

Classification Visualization

Classification Results

Interactive scatter plot of classification results

Run training to render the scatter plot

Advanced Analysis

Deep Dive Analysis

Run training or prediction to populate analysis

Run training or prediction to see results here.

Job History

Recent jobs — auto-pruned to keep 10 per type

No jobs recorded yet. Run a clustering, classification, or pipeline job to see results here.

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Dataset

Upload CSV or Excel with a target column

Try with a sample dataset

Pick one to explore instantly — no upload needed

XGBoostOpenMP · n_jobs=-1

Optimized gradient boosting with regularization

Number of Rounds100

Learning Rate (eta)0.30

Pro tip: Halving the learning rate? Double the number of rounds to maintain performance. Lower eta + more rounds = better generalization.

Max Depth6

Subsample1.00

Col Sample per Tree1.00

Gamma (min split loss)0.0

Test Size20%

2D Projection

Advanced Settingstap to expand

Parameter Guide

Performance Metrics

Accuracy

—

Awaiting training

Precision

—

Awaiting training

Recall

—

Awaiting training

F1 Score

—

Awaiting training

ROC AUC

—

Awaiting training

Dataset

—

Awaiting training

Classification Visualization

Classification Results

Interactive scatter plot of classification results

Run training to render the scatter plot

Advanced Analysis

Deep Dive Analysis

Run training or prediction to populate analysis

Run training or prediction to see results here.

Job History

Recent jobs — auto-pruned to keep 10 per type

No jobs recorded yet. Run a clustering, classification, or pipeline job to see results here.

XGBoost Classifier — Interactive Analysis