Home > APEX > Compute & HCI > White Papers > Optimize Machine Learning Through MLOps with Dell APEX and cnvrg.io > Optimizing machine learning through MLOps
Dell APEX enables organizations to simplify their cloud experience with greater control over data and security, while solving the business-critical challenges of deploying new capacity and reducing cost of operations. Enterprises are empowered to embark on their multicloud journey partnered with Dell APEX solutions that are multicloud by design.
Machine learning is changing how organizations work, enabling them to use massive datasets that help drive decision making and automate processes. However, the deployment, configuration, testing, and operation of ML are critical to ML success on an ongoing basis. They require data scientists to attend to operational and administrative infrastructure details and sapping the time that they would otherwise spend applying their expertise. DevOps processes have helped optimize the delivery of traditional IT workloads and services. A similar set of methodologies, tailored for the life cycle and resource needs of ML, is needed to get the most out of the data.