Blogs & Publications
====================

* [Accelerate Llama 2 with Intel AI Hardware and Software Optimizations, Jul 2023](https://www.intel.com/content/www/us/en/developer/articles/news/llama2.html)
* [Accelerate PyTorch\* Training and Inference Performance using Intel® AMX, Jul 2023](https://www.intel.com/content/www/us/en/developer/articles/technical/accelerate-pytorch-training-inference-on-amx.html)
* [Intel® Deep Learning Boost (Intel® DL Boost) - Improve Inference Performance of Hugging Face BERT Base Model in Google Cloud Platform (GCP) Technology Guide, Apr 2023](https://networkbuilders.intel.com/solutionslibrary/intel-deep-learning-boost-intel-dl-boost-improve-inference-performance-of-hugging-face-bert-base-model-in-google-cloud-platform-gcp-technology-guide)
* [Get Started with Intel® Extension for PyTorch\* on GPU | Intel Software, Mar 2023](https://www.youtube.com/watch?v=Id-rE2Q7xZ0&t=1s)
* [Accelerate PyTorch\* INT8 Inference with New “X86” Quantization Backend on X86 CPUs, Mar 2023](https://www.intel.com/content/www/us/en/developer/articles/technical/accelerate-pytorch-int8-inf-with-new-x86-backend.html)
* [Accelerating PyTorch Transformers with Intel Sapphire Rapids, Part 1, Jan 2023](https://huggingface.co/blog/intel-sapphire-rapids)
* [Intel® Deep Learning Boost - Improve Inference Performance of BERT Base Model from Hugging Face for Network Security Technology Guide, Jan 2023](https://networkbuilders.intel.com/solutionslibrary/intel-deep-learning-boost-improve-inference-performance-of-bert-base-model-from-hugging-face-for-network-security-technology-guide)
* [Scaling inference on CPUs with TorchServe, PyTorch Conference, Dec 2022](https://www.youtube.com/watch?v=066_Jd6cwZg)
* [What is New in Intel Extension for PyTorch, PyTorch Conference, Dec 2022](https://www.youtube.com/watch?v=SE56wFXdvP4&t=1s)
* [Accelerating PyG on Intel CPUs, Dec 2022](https://www.pyg.org/ns-newsarticle-accelerating-pyg-on-intel-cpus)
* [Accelerating PyTorch Deep Learning Models on Intel XPUs, Dec, 2022](https://www.oneapi.io/event-sessions/accelerating-pytorch-deep-learning-models-on-intel-xpus-2-ai-hpc-2022/)
* [Introducing the Intel® Extension for PyTorch\* for GPUs, Dec 2022](https://www.intel.com/content/www/us/en/developer/articles/technical/introducing-intel-extension-for-pytorch-for-gpus.html)
* [PyTorch Stable Diffusion Using Hugging Face and Intel Arc, Nov 2022](https://towardsdatascience.com/pytorch-stable-diffusion-using-hugging-face-and-intel-arc-77010e9eead6)
* [PyTorch 1.13: New Potential for AI Developers to Enhance Model Performance and Accuracy, Nov 2022](https://www.intel.com/content/www/us/en/developer/articles/technical/pytorch-1-13-new-potential-for-ai-developers.html)
* [Easy Quantization in PyTorch Using Fine-Grained FX, Sep 2022](https://medium.com/intel-analytics-software/easy-quantization-in-pytorch-using-fine-grained-fx-80be2c4bc2d6)
* [Empowering PyTorch on Intel® Xeon® Scalable processors with Bfloat16, Aug 2022](https://pytorch.org/blog/empowering-pytorch-on-intel-xeon-scalable-processors-with-bfloat16/)
* [Accelerating PyTorch Vision Models with Channels Last on CPU, Aug 2022](https://pytorch.org/blog/accelerating-pytorch-vision-models-with-channels-last-on-cpu/)
* [One-Click Enabling of Intel Neural Compressor Features in PyTorch Scripts, Aug 2022](https://medium.com/intel-analytics-software/one-click-enable-intel-neural-compressor-features-in-pytorch-scripts-5d4e31f5a22b)
* [Increase PyTorch Inference Throughput by 4x, Jul 2022](https://www.intel.com/content/www/us/en/developer/articles/technical/increase-pytorch-inference-throughput-by-4x.html)
* [PyTorch Inference Acceleration with Intel® Neural Compressor, Jun 2022](https://medium.com/pytorch/pytorch-inference-acceleration-with-intel-neural-compressor-842ef4210d7d)
* [Accelerating PyTorch with Intel® Extension for PyTorch, May 2022](https://medium.com/pytorch/accelerating-pytorch-with-intel-extension-for-pytorch-3aef51ea3722)
* [Grokking PyTorch Intel CPU performance from first principles (parts 1), Apr 2022](https://pytorch.org/tutorials/intermediate/torchserve_with_ipex.html)
* [Grokking PyTorch Intel CPU performance from first principles (parts 2), Apr 2022](https://pytorch.org/tutorials/intermediate/torchserve_with_ipex_2.html)
* [Grokking PyTorch Intel CPU performance from first principles, Apr 2022](https://medium.com/pytorch/grokking-pytorch-intel-cpu-performance-from-first-principles-7e39694412db)
* [KT Optimizes Performance for Personalized Text-to-Speech, Nov 2021](https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/KT-Optimizes-Performance-for-Personalized-Text-to-Speech/post/1337757)
* [Accelerating PyTorch distributed fine-tuning with Intel technologies, Nov 2021](https://huggingface.co/blog/accelerating-pytorch)
* [Scaling up BERT-like model Inference on modern CPU - parts 1, Apr 2021](https://huggingface.co/blog/bert-cpu-scaling-part-1)
* [Scaling up BERT-like model Inference on modern CPU - parts 2, Nov 2021](https://huggingface.co/blog/bert-cpu-scaling-part-2)
* [NAVER: Low-Latency Machine-Learning Inference](https://www.intel.com/content/www/us/en/customer-spotlight/stories/naver-ocr-customer-story.html)
* [Intel® Extensions for PyTorch, Feb 2021](https://pytorch.org/tutorials/recipes/recipes/intel_extension_for_pytorch.html)
* [Optimizing DLRM by using PyTorch with oneCCL Backend, Feb 2021](https://pytorch.medium.com/optimizing-dlrm-by-using-pytorch-with-oneccl-backend-9f85b8ef6929)
* [Accelerate PyTorch with IPEX and oneDNN using Intel BF16 Technology, Feb 2021](https://medium.com/pytorch/accelerate-pytorch-with-ipex-and-onednn-using-intel-bf16-technology-dca5b8e6b58f)
  *Note*: APIs mentioned in it are deprecated.
* [Intel and Facebook Accelerate PyTorch Performance with 3rd Gen Intel® Xeon® Processors and Intel® Deep Learning Boost’s new BFloat16 capability, Jun 2020](https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Intel-and-Facebook-Accelerate-PyTorch-Performance-with-3rd-Gen/post/1335659)
* [Intel and Facebook\* collaborate to boost PyTorch\* CPU performance, Apr 2019](https://www.intel.com/content/www/us/en/developer/articles/case-study/intel-and-facebook-collaborate-to-boost-pytorch-cpu-performance.html)
* [Intel and Facebook\* Collaborate to Boost Caffe\*2 Performance on Intel CPU’s, Apr 2017](https://www.intel.com/content/www/us/en/developer/articles/technical/intel-and-facebook-collaborate-to-boost-caffe2-performance-on-intel-cpu-s.html)