MLOps



MLOps stands for Machine Learning Operations. MLOps is a core function of Machine Learning engineering, focused on streamlining the process of taking machine learning models to production, and then maintaining and monitoring them.

MLOps Setup
Established a Kubeflow-based infrastructure to streamline ML team workflows. Developed tailored Docker images to cater to specific requirements of the ML team. Implemented seamless local and remote storage mapping via cloud integration. Strategically partitioned Nvidia A100 GPUs, fostering efficient resource sharing among cross-functional team members