Discovering general recommendations for DL deployment

Here, we will discover DL deployment recommendations related to three verticals, namely model safety, trust, and reliability assurance, model latency optimization, and tools that help abstract model deployment-related decisions and ease the model deployment process. We will dive into the three verticals one by one.

Model safety, trust, and reliability assurance

Ensuring model safety, trust, and reliability is a crucial aspect of deploying DL systems. In this section, we will explore various recommendations and best practices to help you establish a robust framework for maintaining the integrity of your models. This includes compliance with regulations, implementing guardrails, prediction consistency, comprehensive testing, staging and production deployment strategies, usability tests, retraining and updating deployed models, human-in-the-loop decision-making, and model governance. By adopting these measures, you can effectively...