Perennial Systems is looking for a skilled Machine Learning Engineer to deploy models on Google Cloud Platform (GCP) using Vertex AI, enabling real-time and batch model inferencing based on specific business requirements, with a strong focus on production-grade ML deployments. Key responsibilities include deploying machine learning models on GCP using Vertex AI and designing and implementing real-time and batch inference pipelines.