Outcome Predictor Kit

ML-powered outcome prediction with confidence intervals.

Feature importance

0/5 complete

Prediction Pipeline

Load training dataFetch and preprocess features400ms

Feature engineeringTransform and normalize features800ms

Train gradient boostFit gradient boosting model1800ms

Cross-validationK-fold validation scoring1000ms

Generate predictionsPredict with confidence intervals500ms

Integration Code

import { createOutcomePredictor } from 'agent-tools-kit/simulation'

const predictor = createOutcomePredictor({
  model: 'gradient-boost',
  confidenceLevel: 0.95,
  featureImportance: true,
})

await predictor.train(trainingData)

const prediction = await predictor.predict({
  features: { revenue: 1.2e6, region: 'NA' },
})
console.log(prediction.value, prediction.interval)