This book contains the proceedings of the "Workshop on Environmental and Energy Applications of Neural Networks". The purpose of this workshop was to provide a forum for discussing environmental, energy and biomedical applications of neural networks. The applications covered in these proceedings include modelling and predicting soil, air and water pollution; waste reduction; environmental sensing; spectroscopy; hazardous waste handling and cleanup; environmental monitoring of power plants; process monitoring and optimization of power systems; modelling and control of power plants; power load forecasting; fault location and diagnosis of power systems; medical image and signal analysis; medical diagnosis; analysis of environmental health effects; health insurance; and modelling biological systems.