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# Neural Magic Documentation
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Neural Magic is a leader in machine learning model optimization and inference acceleration on the hardware of your choice, CPU or GPU. Our software makes your deployments fast and efficient, and your machine learning practice manageable.
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:::tip[FEATURED DEVELOPER HIGHLIGHTS]
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_Keep tabs on our innovation with resources, examples, news, and more:_
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- Blog: [Neural Magic Leaps Into GPU Acceleration](https://neuralmagic.com/blog/bringing-the-neural-magic-to-gpus/)
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- New community repo for GPU inferencing: [`nm-vllm`](https://github.com/neuralmagic/nm-vllm)
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- [Notebook](https://github.com/neuralmagic/examples/tree/main/notebooks/marlin-nm-vllm): Quantize LLMs to 4-bit weights, deploy them with Marlin, inside of `nm-vllm`!
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:::tip[**2025 END OF LIFE ANNOUNCEMENT**]
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_DeepSparse, SparseML, SparseZoo, and Sparsify_
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- Important message for users as of June 2, 2005: [Read Announcement](https://github.com/neuralmagic/deepsparse/blob/main/README.md)
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Neural Magic is a leader in machine learning model optimization and inference acceleration on the hardware of your choice, CPU or GPU. Our software makes your deployments fast and efficient, and your machine learning practice manageable.
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_Example CPU Workflow_
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![Neural Magic Flows](/img/nm-flows.png)
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✅ <b>Connect:</b> Join our [Slack community](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-2gbar46r6-2Tu~SS5iQdHgczAKlQ2jJA) to meet like-minded ML practitioners.
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✅ <b>Subscribe:</b> Stay informed with our regular [email updates](https://neuralmagic.com/deep-sparse-community/#subscribe).
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✅ <b>Contribute:</b> Shape the future of Neural Magic on [GitHub](https://github.com/neuralmagic) (⭐s appreciated!).
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✅ <b>Feedback:</b> Help us refine our [documentation](https://github.com/neuralmagic/docs).

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