Model-Optimizer

Model-Optimizer

Alternative to AWS SageMaker

A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed.

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Apache-2.0
last commit 2026-09-24
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A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed.

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Free alternative to AWS SageMaker

Model-Optimizer is a free, open-source alternative to AWS SageMaker. Here's why:

  • ✨ Model Quantization
  • 🧠 Knowledge Distillation
  • ✂️ Model Pruning
  • 🔍 Neural Architecture Search
  • ⚡️ Inference Speed Boost
See all open-source alternatives to AWS SageMaker
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pip
slug: model-optimizer