[NEW PLUGIN] Bubble.io Machine Learning Plugin

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Hey Bubble devs!

I’m excited to introduce Machine Learning for Bubble, a powerful plugin that brings production-ready ML capabilities directly into your Bubble app.

Plugin Demo (try the ML models yourself!): Bubble Machine Learning Plugin | TensorFlow ML No-Code Solution

I put together a youtube video that teaches you how to use the plugin here:

YouTube video tutorial: https://www.youtube.com/watch?v=JOerWisDVTM

Whether you’re building customer churn prediction systems, fraud detection tools, price forecasting apps, automated lead scoring, or any application that needs intelligent predictions, this plugin gives you the same ML capabilities data scientists use in production environments.

Key Features:

  • Six powerful ML engines: Classification, Regression, Forecasting, Clustering, Anomaly Detection, and Image Classification

  • 100-feature input capacity: 25 categorical + 75 numerical features (far beyond the 3-5 inputs most no-code ML tools offer)

  • Customizable neural network architecture: define your own hidden layers, activation functions, learning rates, and hyperparameters

  • Production-grade model evaluation: confusion matrices, precision/recall/F1-scores, MAE/RMSE/R², confidence distributions

  • Persistent model storage: train once, predict thousands of times by saving models to your Bubble database

  • Real-time predictions: millisecond prediction speeds with batch support and no API limits

  • Automatic preprocessing: handles categorical encoding, normalization, and missing data gracefully

  • Built on TensorFlow.js: runs directly in the browser, no external APIs or cloud services needed

Perfect Use Cases:

  • E-Commerce: Customer churn prediction, lifetime value calculation, product recommendations

  • Finance: Credit scoring, fraud detection, loan default prediction, risk assessment

  • SaaS: User churn forecasting, feature adoption analysis, automated tier recommendations

  • Real Estate: Property valuation, market trend analysis, investment scoring

  • Healthcare: Patient readmission prediction, treatment outcome forecasting

  • Marketing: Lead scoring, customer segmentation, campaign performance prediction

See It in Action:

Plugin Demo (try the ML models yourself!): Bubble Machine Learning Plugin | TensorFlow ML No-Code Solution

Learn how to train models, evaluate performance, save to your database, and make predictions with comprehensive workflow examples in this step-by-step YouTube video: https://www.youtube.com/watch?v=JOerWisDVTM

This plugin was designed to democratize machine learning for no-code builders by giving you sophisticated predictive capabilities that normally require a full data science team. Train once, deploy instantly, and make intelligent predictions at scale.

Got questions, feature requests, or want to show off what you built with it? Drop them below!

Happy Bubbling! :rocket:

Nebulum.One Team
@ Nebulum