Answer: AmlCompute instance, Kubernetes cluster

The question asks about compute configuration for batch endpoint deployments in Azure Machine Learning. According to Microsoft documentation and the community discussion, batch endpoints support both Azure Machine Learning compute clusters (AmlCompute) and Kubernetes clusters. The community discussion shows strong consensus for option D (Kubernetes cluster) with 67% support, and several comments reference official Microsoft documentation confirming that batch endpoints run on compute clusters including both AmlCompute and Kubernetes. Option B (AmlCompute instance) is also correct as it's specifically mentioned in the documentation as a supported compute type for batch endpoints. Option A (Remote VM) and Option C (Azure Batch) are not the primary compute types for batch endpoint deployments in Azure ML workspace.

Author: LeetQuiz Editorial Team