DevOps

Gemma 4 on Amazon SageMaker: QAT Weights Decode 2.05x Faster Than bf16 on One L4

This article gives a short background on Amazon SageMaker real-time endpoints, then measures Gemma 4 E2B's quantization-aware trained (QAT) checkpoi…

Gemma 4 on an Amazon SageMaker Endpoint: AWS CLI, NVIDIA L4, and an MCP Server

This article provides a step by step deployment guide for Gemma 4 E2B to an Amazon SageMaker hosted GPU enabled system. A suite of Python MCP tools…

Gemma 4 on Amazon SageMaker: QAT Weights Decode 2.05x Faster Than bf16 on One L4

This article gives a short background on Amazon SageMaker real-time endpoints, then measures Gemma 4 E2B's quantization-aware trained (QAT) checkpoi…

Gemma 4 on an Amazon SageMaker Endpoint: AWS CLI, NVIDIA L4, and an MCP Server

This article provides a step by step deployment guide for Gemma 4 E2B to an Amazon SageMaker hosted GPU enabled system. A suite of Python MCP tools…

Migrating to Native Git in SageMaker Unified Studio

Version control in analytical data platforms has always been a second-class citizen — tolerated, not designed. SageMaker Unified Studio just changed…