The Open Neural Network Exchange Format (ONNX) is a format for exchanging deep learning/ artificial intelligence models. It will make deep learning models portable thus preventing vendor lock in. We have provided a real life use case of ONNX, benefits of ONNX and the key ideas and challenges of ONNX