MLOpsAt SQUAD, researchers have an opportunity to concentrate on what they do best ― delivering ML solutions to our users.
Our engineering and MLOps teams take care of the rest: data processing pipelines, Kubernetes, CI/CD, experiment management platforms, data visualization, etc.
Our ML operations team prefers an “automating and monitoring” approach and uses the latest technologies like:
in a constantly changing environment
We develop and maintain an infrastructure platform for ML workloads, including an advanced monitoring platform based on Prometheus stack + Victoria Metrics, ensuring the highest performance, availability and scalability across all our solutions.