Predictive Analytics Studio

Create a no-code predictive analytics tool where users upload historical data, select target variables, and the AI builds regression or classification models. Display predictions, feature importance, and model accuracy metrics with clear explanations.

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classificationmachine-learningpredictionregression

Objectives

Guide users through selecting features and target variables from their data
Use AI to recommend appropriate model types based on the data characteristics
Train simple regression or classification models in the browser or via API
Display predictions alongside confidence scores and error margins
Visualize feature importance and explain what drives the predictions

Hints

Use TensorFlow.js for browser-based model training on small datasets
For larger datasets, send data to an API endpoint for server-side training
Have the AI explain model metrics (R-squared, accuracy, F1) in business terms

Resources

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