Deep learning is a common technique for learning-based algorithms. ViTrox utilized deep learning for the problem that is hard to solve using the traditional CV technique. However, over 5 years of practice in Deep learning, ViTrox has found the shortcoming of directly applying deep learning techniques in the production environment. We consolidate various experiences in production into 1 training platform to accelerate our deep learning process. The sharing will include the platform and use case we encountered when facing customers.