Optimize your Data Parallel #Python applications with Intel #VTune Profiler. This recipe offers insights on profiling & enhancing performance for parallelized workloads, helping you achieve greater efficiency & scalability. Explore more: intel.ly/4f9SOLj

#NumPy #Numba

Intel’s 2025.0 #AI Tools are here! With @PyTorch, @TensorFlow, JAX optimizations, and advanced neural compressors, these tools boost #GenAI productivity, streamline AI workloads, and optimize performance for Intel platforms. intel.ly/3ZwPKmI

#IntelAI

Boost the performance of your #AI applications with Intel #VTuneProfiler. Learn how to profile #OpenVINO applications to fine-tune inference workloads and enhance efficiency. Check out the latest recipe to get started! intel.ly/4f9VxED

#IntelSoftware

Optimize your Intel architecture with the latest #VTuneProfiler Cookbook recipe insights. Learn how to analyze Uncore PerfMon events for Intel DDIO and manage memory traffic to improve application performance. Discover more: intel.ly/49pUvmG

#IntelSoftware

The new Intel HPC Toolkit unlocks optimizations for Intel Xeon 6 and Core Ultra processors, with advanced #Fortran, GPU offload controls, MPI 4.0, and optimized MPI_Allreduce—driving peak #HPC performance. intel.ly/4eHAj0p

#oneAPI

The latest Intel #oneAPI Base Toolkit offers a powerful open development stack for #AI, #HPC, and accelerated computing—supporting Intel’s newest platforms with top tools for C++, OpenMP, SYCL, and more. intel.ly/3Cy6u5j

Happy 5th Anniversary, #oneAPI! Since its launch at Supercomputing 2019, oneAPI has transformed programming with an open, cross-platform model, now supported by millions of developers and the @UXLfoundation. intel.ly/40QMyVp

#UXLFoundation #SC24

Intel’s 2025.0 developer tools boost productivity with expanded access to industry-standard tools across Intel Xeon 6 & Core Ultra processors. Built on #oneAPI, they deliver high performance & flexibility across CPUs, GPUs, & accelerators. intel.ly/40UDMWf

#SYCL #Python

This article shows how to improve memory bandwidth-bound kernel performance using Data Streaming Accelerator (DSA). Learn to optimize throughput and efficiency, overcoming bandwidth limitations for faster, more effective data processing. intel.ly/4e9yWaz

#oneAPI

.@UCBerkeley is advancing #AI with SqueezeLLM, optimizing LLM inference. They've cut computational load by using the SYCLomatic tool for CUDA-#SYCL migration, #oneAPI Base Toolkit, & Intel Tiber AI Cloud for faster, cost-effective AI solutions. intel.ly/4fqayTa

Accelerate your AADC simulations with this guide on using Python and C++ analytics. Learn to optimize performance and efficiency, speeding up your computational workflows for faster, more accurate results. intel.ly/3NNaukI

#oneAPI #Python

Join experts from Intel & @hiddenlayersec for a webinar on #AI security. Discover how to safeguard AI models from emerging threats using advanced scanning technology & robust security frameworks. Ensure the integrity of your AI deployments! intel.ly/4eZvAIt

#IntelTiber

Learn to run LLMs on GPUs using Llama.cpp with this comprehensive guide. Discover how to optimize performance and scalability in #AI applications by leveraging GPU power for faster, more efficient model inference. intel.ly/4f4YWVB

#oneAPI #LLM

Enhance the performance of your GGUF models with Intel-optimized transformers. Learn how to boost efficiency in #AI-driven tasks, from NLP to computer vision, using Intel's advanced tools and techniques for maximum impact. intel.ly/3zA9A7N

#oneAPI #MachineLearning

We are excited to share that #IntelTiber AI Cloud has selected @Minio as the core storage for Intel’s #AI development platform. Together, we provide developers with a seamless, scalable infrastructure to build, test, & deploy AI applications. Learn more: intel.ly/3BNf5AE

Intel's AI art exhibition from #IntelVision 2024 showcased how enterprise AI generates innovative visual art, blending technology with creativity to redefine artistic expression. Explore the future of AI-driven art. intel.ly/3TWWDvv

#oneAPI #AI

The community-driven #oneAPI DevSummit hosted by the @UXLfoundation is hosting a number of informative keynotes this year, including a state of the union, the shortcomings of open source, and more. intel.ly/3NmmoSc

Introducing Intel® Tiber™ AI Cloud – designed for developers to scale #AI deployments easily. Access the latest Intel hardware and open-source tools like @PyTorch, and fast-track your test and deployment on a platform built for innovation!

intel.ly/3ZWeXsq

#IntelTiber

Intel & @inflectionAI are launching Inflection 3.0, an #AI platform tailored for enterprises. Powered by Intel Gaudi 3 & #IntelTiber AI Cloud, it offers scalable, secure AI solutions that enhance productivity, reduce costs, & accelerate time-to-value: intel.ly/3BBwAUm

Discover how low-bit quantization is revolutionizing Open LLMs with Intel's new leaderboard. Learn to optimize AI models for faster inference and reduced memory usage while maintaining accuracy, perfect for cutting-edge AI development. intel.ly/4d9cxtp

#oneAPI #AI #LLM

Intel boosts #AI hardware with support for @Meta's Llama 3.2, enhancing #IntelXeon CPUs and #AIPCs for developers with open source frameworks such as the Intel Extension for @PyTorch and the #OpenVINO Toolkit. intel.ly/4eD2EFM

Discover how Intel-powered AI PCs enable large language model development at your desk. Learn to optimize LLMs for advanced #AI tasks on consumer-grade hardware, making AI more accessible and scalable. intel.ly/4gphfGl

#oneAPI #AIPC #LLM

Explore Intel's Parallel Universe Magazine for the latest #AI topics. Stay informed with expert articles and case studies with a feature on the #AIPC and #LLM development. Perfect for developers and tech enthusiasts. intel.ly/3XBtKGv

#oneAPI

Enhance productivity with the latest 2024.2 Intel AI tools and frameworks like #Python and @PyTorch support and performance boosts and accuracy improvements with LLM optimizations. Step into the future of AI development with our #AI tools. intel.ly/3z4n1wp

#oneAPI

Gain the skills needed for inferencing and deploying @onnxai models on an #AI PC in this upcoming webinar session. Reserve your spot today and learn how to build a stand-alone app for an AI PC with OpenVINO Execution Provider for ONNX Runtime. intel.ly/4cLPncG

Discover the 2024.2 Intel HPC Toolkit! Stay ahead of parallel programming with OpenMP enhancements, precise thread management with Intel Fortran Compiler, powerful loop optimizations, and more. Explore the latest: intel.ly/4dLSsKR

#HPC #OpenMP #oneAPI

Attend this upcoming webinar with Intel to discover techniques for using LLMs to create inventive GenAI solutions. Sign up today and explore the capabilities of Intel AI PCs and NPUs, dive deep into NPU architecture, and more. Register now: intel.ly/3z0VvQe

Join Intel for an upcoming webinar on essential techniques to use with the Intel Gaudi #AI accelerator to balance distributed AI workloads. See how DeepSpeed can be used on Intel Gaudi accelerators to perform training and inference operations at scale. intel.ly/4cLBxqC

With the 2024.1 release of the Intel #oneAPI DPC++/C++ Compiler, we are the first vendor to achieve full conformance to @thekhronosgroup’s #SYCL 2020 spec. Developers can now use the specification without being locked to a single vendor’s hardware. intel.ly/4fN4ogO

Learn how the oneMKL Random Number Generators (RNG) Device API can increase computation performance for financial risk mitigation workloads on Intel Data Center GPUs: intel.ly/4dKXasa

#oneAPI #SYCL

With the 2024.2 Intel #oneAPI Base Toolkit, get access to the latest Intel oneAPI Deep Neural Network Library for #GenAI, AI training and inference support on the Intel VTune Profiler, enhanced #SYCL Graph capabilities, and more! See the latest: intel.ly/3MaFOcp

In the second part of our series on debugging just-in-time (JIT) & ahead-of-time (AOT) compiled GPU code, you’ll learn about the build options & their impact when debugging applications that use JIT and/or AOT compilation modes with GPU offload: intel.ly/3X47Xbc

#oneAPI

The 2024.2 Intel Developer Tools are here! This release provides the tools & frameworks to optimize #AI performance, improve application efficiency, enhance #LLM inference throughput & scalability on AI PCs, migration for CUDA APIs, and more! intel.ly/3X2klZq

#oneAPI

Discover how the Intel Application Migration Tool for OpenACC to OpenMP API allows users to easily run existing OpenACC code on a wider range of hardware by porting it to #OpenMP, including real-world examples of successful migrations. intel.ly/46BudfN

#oneAPI #Fortran

Discover how Intel’s #LLVM-based compilers, such as the #oneAPI DPC++/C++ Compiler provide developers with a report, integrating optimization directly into the coding workflow: intel.ly/3RHRlTK

#Cpp

Learn the key elements necessary to program in C++ with #SYCL, including how to choose the right accelerator, share data with the accelerator, and offload computational work to the accelerator, all in under an hour: intel.ly/3W3vLvv

#oneAPI #IntelDeveloperCloud

Discover how the Thread Composability Manager in the latest release of the Intel #oneAPI Threading Building Blocks can speed up performance by removing scheduling conflicts arising from the use of multiple threading models in this quick how-to video: intel.ly/4eI9QkD

The age of the #AI PC is here. In this article, you will discover how to use @OpenAI’s Triton framework, an open source, domain-specific language, and compiler for efficient #GPU code, to simplify deep learning kernel development on today’s AI PC. intel.ly/3xN5o3k

#oneAPI

While the Intel DPC++ Compatibility Tool simplifies your CUDA code migration to #SYCL, the predetermined rules may not always result in the most efficient code. Learn how to use user-defined migration rules to achieve the best results: intel.ly/4cmupS8

#oneAPI

Natural language embeddings are essential to natural language processing (#NLP). Discover how the #OpenSource Intel Extension for Transformers can significantly increase both the speed and accuracy of BGE small embedding models: intel.ly/3RL7AiE

#oneAPI #AI

Discover how Intel AI and @Accenture's collaboration empowers data scientists and developers through a range of open source AI reference kits. Learn more about this innovative alliance here: intel.ly/4eEn6qx

@IntelAI #ML #LLM

In this guide, learn how to use Intel Extension for @PyTorch to optimize ResNet-50 model training and inference on a discrete Intel #GPU using auto-mixed precision to improve memory and computation efficiency: intel.ly/4cEXJmx

#oneAPI #Python #AI #DeepLearning

See how OpenMP Target & Intel #VTune Profiler helped scientists at @argonne_lcf improve the PHASTA parallel computational fluid dynamics analysis package to run on #Aurora Supercomputer equipped with Intel Data Center GPU Max Series discrete #GPUs. intel.ly/4cBXjxm
#oneAPI

Computational fluid dynamics (CFD) is essential in creating blood flow simulations. Learn how #oneAPI tools like the DPC++ Compatibility Tool allow researchers to run HARVEY, a massively parallel CFD code to evaluate cardiovascular disease, on Intel #GPUs: intel.ly/3x54VJB

Discover the possibilities of using the @IntelAI and @RedHat @openshift Data Science platforms. Leverage Intel's Developer Cloud AI tools and optimizations to unlock the true potential of your data-driven projects today! intel.ly/3V6s2LO

#ML #LLM

The latest issue of The Parallel Universe is here!

Inside, you’ll learn how to calculate financial risk using a oneMKL random-number generator, how to migrate OpenACC code to #OpenMP, and how to get started with #SYCL in an hour or less: intel.ly/45aOx6M

#oneAPI #AI

Intel has invested heavily in the #AI PC transformation, and we’re seeing the results of those efforts today, with more than 500 AI models ranging from #LLMs to object detection and more optimized to run on Intel Core Ultra CPUs: intel.ly/3yVeUl9

#oneAPI

Want to get technical? Then this session is for you! Learn how to enhance large-scale data processing and analytics necessary for AI applications by autonomously optimizing CPU utilization. Join us at #DataAISummit: intel.ly/45hlDlE

Learn how the oneMKL RNG Device API improves performance for financial workloads and how the Intel DPC++ Compatibility tool can migrate vendor-locked CUDA code to #SYCL to take advantage of these improvements on a wide range of hardware. intel.ly/3X3ywxw

#oneAPI

One of the most popular AI workloads involves generating text and images from specific prompts. Learn how Intel Extension for @PyTorch provides updated features and optimizations for #GenAI workloads running on Intel hardware: intel.ly/459nKIm

#oneAPI #Python