Update aml-compute-target-deploy.md

Author: j-martens

includes/aml-compute-target-deploy.md

@@ -13,9 +13,9 @@ ms.date: 05/30/2019
 
 | Compute target | Usage | GPU support | FPGA support | Description |
 | ----- | ----- | ----- | ----- | ----- |
-| [Local web service](../articles/machine-learning/service/how-to-deploy-and-where.md#local) | Testing/debug | maybe |   | Good for limited testing and troubleshooting. Hardware acceleration depends on using libraries in the local system.
+| [Local web service](../articles/machine-learning/service/how-to-deploy-and-where.md#local) | Testing/debug | maybe |   | Good for limited testing and troubleshooting. Hardware acceleration depends on using libraries in the local system.
 | [Azure Kubernetes Service (AKS)](../articles/machine-learning/service/how-to-deploy-and-where.md#aks) | Real-time inference |  [yes](../articles/machine-learning/service/how-to-deploy-inferencing-gpus.md)  | [yes](../articles/machine-learning/service/how-to-deploy-fpga-web-service.md)   |Good for high-scale production deployments. Provides autoscaling and fast response times.  AKS is the only option available for the visual interface. |
 | [Azure Container Instances (ACI)](../articles/machine-learning/service/how-to-deploy-and-where.md#aci) | Testing or dev | &nbsp;  | &nbsp; | Good for low scale, CPU-based workloads requiring <48-GB RAM |
-| [Azure Machine Learning Compute](../articles/machine-learning/service/how-to-run-batch-predictions.md) | (Preview) Batch inference | yes | &nbsp;  | Run batch scoring on serverless compute. Supports normal and low-priority VMs. |
-| [Azure IoT Edge](../articles/machine-learning/service/how-to-deploy-and-where.md#iotedge) | (Preview) IoT module |  &nbsp; | &nbsp; | Deploy & serve ML models on IoT devices. |
-| [Azure Data Box Edge](../articles/databox-online/data-box-edge-overview.md)   | via IoT Edge |  &nbsp; | yes | Deploy & serve ML models on IoT devices. |
+| [Azure Machine Learning Compute](../articles/machine-learning/service/how-to-run-batch-predictions.md) | (Preview) Batch&nbsp;inference | yes | &nbsp;  | Run batch scoring on serverless compute. Supports normal and low-priority VMs. |
+| [Azure IoT Edge](../articles/machine-learning/service/how-to-deploy-and-where.md#iotedge) | (Preview) IoT&nbsp;module |  &nbsp; | &nbsp; | Deploy & serve ML models on IoT devices. |
+| [Azure Data Box Edge](../articles/databox-online/data-box-edge-overview.md)   | via IoT Edge |  &nbsp; | yes | Deploy & serve ML models on IoT devices. |