Water pollution is a serious ecological threat. Our proposed solution aspires to solve part of this problem. We have designed an autonomous water drone which detects and collects floating waste using algorithms of computer vision and machine learning.The drone is currently designed for static water bodies such as lakes and ponds but we intend to expand its scope in the near future to include flowing water bodies as well