Garbougie is a smart recycling bin that uses supervised Machine Learning algorithms to classify garbage as either trash or recycling such as metal, plastic, and compost. Classification of a piece of trash is based on sensor data collected from a microphone, camera, load sensor, and capacitive sensor which are connected to a raspberry pi. Models such as Neural Nets, Linear Regression, and SVMs are used for classification. Users can interact with an online dashboard to verify the accuracy of the classifier and view statistics about how much they have recycled.