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@@ -13,31 +13,31 @@ Deci is on a mission to empower AI teams with advanced tools to remove
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  development barriers and attain production-grade performance and
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  efficient inference faster.
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- If you have questions, please feel free to reach out to us on
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- [Twitter](https://twitter.com/deci_ai), our
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- [website](https://deci.ai/contact/) or join our Deep
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  Learning Daily [Discord
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  community](https://discord.com/invite/p9ecgRhDR8/).
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  ## **[DeciLM 6B](https://huggingface.co/Deci/DeciLM-6b):**
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- A 5.7 billion parameter, permissively licensed, pretrained LLM using variable Grouped-Query Attention (GQA) to achieve an optimal balance between performance and computational efficiency. Generated using Deci's proprietary Neural Architecture Search technology, AutoNAC, DeciLM 6B delivers 15 times the throughput of Llama 2 7B while maintaining comparable quality.
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- DeciLM 6B and its fine-tuned variant, [DeciLM 6B-Instruct](https://huggingface.co/Deci/DeciLM-6b-instruct), consistently rank among the top-performing open-source LLMs in the 7 billion parameter category across various LLM evaluation tasks.
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  ## **[DeciDiffusion](https://huggingface.co/Deci/DeciDiffusion-v1-0):**
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- An open-source, permissively licensed text-to-image latent diffusion model generated by Deci's Neural Architecture Search technology.
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- DeciDiffusion delivers a 3x increase in throughput while generation Stable Diffusion caliber images.
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  ## **[DeciCoder](https://huggingface.co/Deci/DeciCoder-1b):**
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- An open-source, permissively licensed 1B parameter code generation model generated by Deci's Neural Architecture Search technology.
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- Equipped with a 2048-context window, DeciCoder delivers a x3.5 increase in throughput, improved accuracy on the HumanEval benchmark, and smaller memory usage compared to widely-used code generation LLMs such as SantaCoder.
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  ## **[Infery-LLM](https://deci.ai/infery-llm-book-a-demo/):**
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  The most advanced inference SDK for LLM optimization and deployment, Infery-LLM includes unique features such as optimized kernels, continuous batching, advanced selective quantization, ultra-efficient beam search, parallel execution, and more.
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- Book a [personalized demo](https://deci.ai/infery-llm-book-a-demo/) to explore Infery-LLM's capabilities.
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  ## **[YOLO-NAS](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md):**
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- Open-0source Object Detection foundational model generated by Deci's
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  Neural Architecture Search technology. YOLO-NAS is a game-changer in the
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  world of object detection, providing superior real-time object detection
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  capabilities and production-ready performance.
@@ -45,9 +45,9 @@ capabilities and production-ready performance.
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  ## **[SuperGradients](https://github.com/Deci-AI/super-gradients):**
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  An open-source library for training PyTorch-based computer vision
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  models. Developed by Deci's deep learning experts for the benefit of the
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- AI community. Use SuperGradients to boost performance with advanced
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- techniques. Easily train or fine-tune SOTA computer vision models for
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- all the main tasks with one training library.
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  ## **[DataGradients](https://github.com/Deci-AI/data-gradients):**
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  DataGradients is an open-source Python-based library specifically
@@ -56,12 +56,12 @@ features from your datasets and combines them all into a single
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  user-friendly report.
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  ## **[Deci Deep Learning Platform](https://deci.ai/):**
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- Simplify and accelerate the development of computer vision and NLP and
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  Generative AI applications with highly accurate and efficient foundation
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- models and advanced tools to customize, optimize, and deploy them to
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  production.
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- Deci is powered by groundbreaking Automated Neural Architecture
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  Construction (AutoNAC™) technology. Deci's AutoNAC™ engine democratizes
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  the use of Neural Architecture Search for every organization and helps
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  teams quickly generate fast, accurate, and efficient deep learning
 
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  development barriers and attain production-grade performance and
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  efficient inference faster.
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+ If you have questions, please feel free to contact us through our [website](https://deci.ai/contact/),
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+ reach out to us on [Twitter](https://twitter.com/deci_ai),
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+ or join our Deep
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  Learning Daily [Discord
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  community](https://discord.com/invite/p9ecgRhDR8/).
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  ## **[DeciLM 6B](https://huggingface.co/Deci/DeciLM-6b):**
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+ A permissively licensed, 5.7 billion-parameter pretrained LLM using variable Grouped-Query Attention (GQA) to achieve an optimal balance between performance and computational efficiency. Generated by Deci's proprietary Neural Architecture Search technology, AutoNAC™, DeciLM 6B delivers 15x the throughput of Llama 2 7B while maintaining comparable quality.
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+ DeciLM 6B and its fine-tuned variant, [DeciLM 6B-Instruct](https://huggingface.co/Deci/DeciLM-6b-instruct), consistently rank among the top-performing LLMs in the 7 billion-parameter category across various LLM evaluation tasks.
26
 
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  ## **[DeciDiffusion](https://huggingface.co/Deci/DeciDiffusion-v1-0):**
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+ A permissively licensed, text-to-image latent diffusion model generated by Deci's Neural Architecture Search technology.
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+ DeciDiffusion Stable Diffusion-caliber images 3x faster.
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  ## **[DeciCoder](https://huggingface.co/Deci/DeciCoder-1b):**
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+ A permissively licensed 1.1 billion-parameter code generation model generated by Deci's Neural Architecture Search technology.
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+ Equipped with a 2048-context window, DeciCoder delivers a 3.5x increase in throughput, improved accuracy on the HumanEval benchmark, and reduced memory usage compared to widely-used code generation LLMs such as SantaCoder.
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  ## **[Infery-LLM](https://deci.ai/infery-llm-book-a-demo/):**
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  The most advanced inference SDK for LLM optimization and deployment, Infery-LLM includes unique features such as optimized kernels, continuous batching, advanced selective quantization, ultra-efficient beam search, parallel execution, and more.
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+ To explore the full capabilities of Infery-LLM, we invite you to try it out [here](https://hubs.ly/Q02cz_pB0).
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  ## **[YOLO-NAS](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md):**
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+ An object detection foundational model generated by Deci's
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  Neural Architecture Search technology. YOLO-NAS is a game-changer in the
42
  world of object detection, providing superior real-time object detection
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  capabilities and production-ready performance.
 
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  ## **[SuperGradients](https://github.com/Deci-AI/super-gradients):**
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  An open-source library for training PyTorch-based computer vision
47
  models. Developed by Deci's deep learning experts for the benefit of the
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+ AI community. SuperGradients boosts performance with advanced
49
+ techniques and enables users to easily train or fine-tune SOTA computer vision models for
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+ all main tasks with one training library.
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  ## **[DataGradients](https://github.com/Deci-AI/data-gradients):**
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  DataGradients is an open-source Python-based library specifically
 
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  user-friendly report.
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  ## **[Deci Deep Learning Platform](https://deci.ai/):**
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+ Simplify and accelerate the development of computer vision, NLP, and
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  Generative AI applications with highly accurate and efficient foundation
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+ models. Utilize advanced tools to customize, optimize, and deploy deep learning models to
62
  production.
63
 
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+ Deci is powered by the groundbreaking Automated Neural Architecture
65
  Construction (AutoNAC™) technology. Deci's AutoNAC™ engine democratizes
66
  the use of Neural Architecture Search for every organization and helps
67
  teams quickly generate fast, accurate, and efficient deep learning