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waste-classification

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Automated waste classification using ML/DL. Combines web scraping (41K images), a Telegram bot, and an Arduino-based bin with sensors. Models include GBM (96% acc), ResNet, MLP, and ensemble stacking (95% acc). Applications: a Telegram bot for photo-based predictions and a physical bin that sorts waste automatically.

  • Updated May 21, 2026
  • HTML
AI-powered-Waste-Classification-System-using-deep-learning

AI-powered waste classification system using deep learning, Combines a custom CNN and EfficientNet (transfer learning). Achieves 99% training and 95% validation accuracy. Classifies images into cardboard, glass, metal, paper, plastic, and trash. Includes prediction, evaluation, and visualization tools.

  • Updated Feb 17, 2026
  • Jupyter Notebook

This project automates trash sorting using a Raspberry Pi-controlled robotic arm, leveraging TensorFlow Lite and OpenCV for real-time classification of paper, plastic, and metal waste.

  • Updated Jul 16, 2024
  • Python

BinThere is a premium, real-time waste management ecosystem. It uses ESP32-bound sensors to track fill levels in dual-compartment bins, providing insights via a dark glassmorphic React dashboard and native desktop client. The system features advanced fleet analytics, automated IoT routing, and LLM-driven image classification

  • Updated Sep 2, 2026
  • JavaScript

EcoWaste AI uses MobileNetV2 to classify waste as organic or recyclable and a RandomForest model to estimate CO₂ savings based on item weight. It helps users make better disposal choices by providing predictions, confidence scores, carbon-impact estimates, and simple eco-tips through an easy interactive interface.

  • Updated Oct 22, 2025
  • Jupyter Notebook

A lightweight deep‑learning project that classifies images of household garbage into 12 waste categories using an EfficientNet backbone. Includes training scripts, evaluation tools, dataset download automation, and visualization utilities for inspecting predictions.

  • Updated Apr 11, 2024
  • Jupyter Notebook

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