The answer
Docker packages the exact OS and library dependencies, preventing environment mismatches in cloud environments.
How to Deploy Machine Learning Models and LLMs to AWS
Why use Docker for ML deployment?
More FAQs in How to Deploy Machine Learning Models and LLMs to AWS
Amazon's comprehensive cloud service designed to build, train, tune, and deploy machine learning models efficiently.
Only very small models. Large LLMs require significant RAM and GPU support, which exceeds Lambda limitations.
A technique that reduces the numerical precision of model weights (e.g. from 16-bit to 4-bit) to save memory.
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