article thumbnail

Implementing Small Language Models (SLMs) with RAG on Embedded Devices Leading to Cost Reduction, Data Privacy, and Offline Use

deepsense.ai

We gauged the impact of different quantization levels and prompt engineering on response quality. With appropriate prompt engineering, the Small Language Model takes user questions, retrieves contexts, and generates responses. Methods and Tools Let’s start with the inference engine for the Small Language Model.

article thumbnail

Improved ML model deployment using Amazon SageMaker Inference Recommender

AWS Machine Learning Blog

With advancements in hardware design, a wide range of CPU- and GPU-based infrastructures are available to help you speed up inference performance. He is currently focused on Generative AI, LLMs, prompt engineering, large model inference optimization and scaling ML across enterprises. Vikram Elango is an Sr.

ML 76