End-to-End Emotion Detection: Data Processing, Modeling & Real-Time Deployment
🎠Building a Robust Real-Time Emotion Detection System Using Ensemble Learning 🔗 GitHub Repository: https://github.com/KToppo/Emotion-Detection-ML Human emotion recognition has emerged as a powerful tool in modern AI applications—ranging from digital well-being solutions to marketing analytics and interactive systems. In this project, I built a Real-Time Emotion Detection System that uses a camera feed or an image URL to classify a person’s facial expression into one of several emotion categories. The complete project — including code, models, pipelines, and demo — is available on GitHub: 👉 https://github.com/KToppo/Emotion-Detection-ML This blog documents the entire journey — from data preprocessing to final deployment — and highlights the experiments, improvements, and insights gained along the way. 📂 Project Structure Here is the complete directory structure: ├── models/ │ ├── labels_1.pkl │ ├── labels_2.pkl │ ├── labels_3.pkl │ ├── M1SMOTE_boost.png │ ├── M1...