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Learn how to integrate machine learning (ML) models into your Bubble.io applications without writing code. Get the plugin here: https://nebulum-plugins.bubbleapps.io... This tutorial covers classification models, training, evaluation, and prediction using the Nebulum Machine Learning plugin. 🎯 What You'll Learn: How to install and set up ML models in Bubble The difference between classification and regression Training vs evaluation vs prediction (explained simply) Understanding loss metrics and confidence scores Real-world classification example using Titanic dataset How ML models "think" in 100+ dimensions ⚡ Perfect for: No-code developers who want to add predictive capabilities to their apps - from fraud detection to customer churn prediction to risk assessment. 🔧 Plugin Used: Nebulum Machine Learning (built on TensorFlow) https://nebulum-plugins.bubbleapps.io... Visit us at: https://nebulum.one/ 📊 Use Cases Covered: Credit risk classification Fraud detection Customer churn prediction Disease risk estimation Student performance prediction And much more ⏱️ Timestamps: 0:53 - Introduction to ML in Bubble 2:19 - Classification in Machine Learning 3:14 - Bubble.io Machine Learning Plugin 4:06 - How Machine Learning Works 7:02 - Mapping Features to Targets 8:12 - 3 Stages - Training, Evaluate & Predict 9:28 - Machine Learning Training 11:15 - Epochs 13:19 - ML Loss 14:51 - TensorFlow 16:49 - ML Confidence 19:32 - Evaluation 22:29 - Predictions 23:04 - Power of Machine Learning 26:20 - Regression 27:23 - Conclusion 🔗 Resources: Plugin demo page: https://nebulum-plugins.bubbleapps.io... Nebulum home: https://nebulum.one/ Bubble machine learning plugin: https://nebulum.one/bubble-machine-le... Nebulum Blog: https://nebulum.one/blog/ Join our Newsletter: https://nebulum.one/bubble-machine-le... ML plugin on Bubble: https://bubble.io/plugin/nebulum-mach... Need help building ML apps? Visit https://nebulum.one/start-my-project/ #bubbleio #nocode #machinelearning #ai #bubble #nocodeai #tensorflow #appdevelopment #classification #predictiveanalytics