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Bioinformatics is advancing health-care research by using computation to understand biological data. It’s useful for large complex data sets used in determining gene and protein functions, establishing evolutionary relationships, and predicting 3D shapes of proteins. Two experts, Sergio Santander-Jimenez at [See the full post…] |
Listen/download audio 16:32
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Categories: Audio Podcast, Code Together, Intel Tags: Bioinformatics, compilers, Data Parallel C++, DPC++, DPC++ Compatibility Tool, epistasis detection, high performance computing, HPC, INESC-ID, machine learning, oneAPI, parallel programming, University of Extremadura
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The next generation of scientists and coders need more than a love of science and technology. The use of supercomputers in digital design to simulation pose opportunities solving the world’s biggest questions. Katherine Riley, director of science for Argonne’s Leadership [See the full post…] |
Listen/download audio 29:51
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Categories: Audio Podcast, Code Together, Intel Tags: Argonne, code together, coders, Data Science, deep learning, developers, experiment, inspiration, Intel, Joe Curley, Katherine Riley, oneAPI, researchers, Science, scientists, simulation, Supercomputer, Supercomputing
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INESC-ID researchers Aleksandar Ilic and Diogo Augusto Pereira Marques reveal their journey in extending Roofline Modeling for use in application optimization, known as the Cache-aware Roofline Model, or CARM, which has been incorporated into the Intel® Advisor tool and recognized [See the full post…] |
Listen/download audio 15:47
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Categories: Audio Podcast, Code Together, Intel Tags: Aleksandar Ilic, cache-aware, CPU, cross-architecture, Diogo Augusto Pereira Marques, DPC++, energy efficiency, GPU, heterogeneous, HPC, INESC-ID, Intel Advisor, IST, oneAPI, performance ceiling, performance limit, power, roofline analysis, roofline model, SYCL, Universidad de Lisboa, University of Lisbon
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Despite its tough challenges, our global pandemic has opened the door to big opportunities, ushering in incredible innovation in visual effects and the discovery of amazing talent regardless of location. Real-time technology and tools, machine learning and artificial intelligence, and [See the full post…] |
Listen/download audio 28:15
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Categories: Audio Podcast, Code Together, Intel Tags: Academy Software Foundation, AI, artificial intelligence, Disney, Diversity, Embree, geometric rendering, inclusion, Industrial Light & Magic, Intel, Intel oneAPI Rendering Library, Jim Jeffers, Linux Foundation, Lucasfilm, machine learning, MaterialX, ML, oneAPI, Open Source, Open Volume Kernel Library, OpenEXR, OpenVDB, OpenVKL, Real-Time, rendering, Rob Bredow, Star Wars, storytelling, VFX, Visual effects, volumetric rendering
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Dr. Ruymán Reyes Castro, CTO at Codeplay Software, and Kevin Harms, Senior Software Developer at Argonne Leadership Computing Facility, talk about their collaboration with the National Energy for Research Scientific Computing Center (NERSC) at Lawrence Berkeley Lab to enhance the [See the full post…] |
Listen/download audio 27:16
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Categories: Audio Podcast, Code Together, Intel Tags: accelerator, Argonne, Argonne Leadership Computing Facility, Aurora, Berkeley Lab, C++, Codeplay Software, CPU, CUDA, Data Parallel C++, DPC++, ecosystem, GPU, HPC, Lawrence Berkeley Lab, LLVM, National Energy for Research Scientific Computing Center, NERSC, oneAPI, oneDNN, oneMKL, open communities, Open Standards, Perlmutter, portability, Supercomputer, SYCL
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Epistasis detection holds great promise for the prevention and treatment of diseases such as Alzheimer’s, diabetes and breast cancer. INESC-ID researchers Aleksander Ilic and Rafael Torres Campos are collaborating with other researchers and developers across Portugal through the HiPErBio Project [See the full post…] |
Listen/download audio 18:02
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Categories: Audio Podcast, Code Together, Intel Tags: accelerator, Argonne, Argonne Leadership Computing Facility, Aurora, Berkeley Lab, C++, Codeplay Software, CPU, CUDA, Data Parallel C++, DPC++, ecosystem, GPU, HPC, Lawrence Berkeley Lab, LLVM, National Energy for Research Scientific Computing Center, NERSC, oneAPI, oneDNN, oneMKL, open communities, Open Standards, Perlmutter, portability, Supercomputer, SYCL, Tensor Core
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“It’s really exciting to see all the sorts of things that are becoming smart in our daily lives,” remarks John Melonakos, CEO & co-founder of ArrayFire. In this episode, John talks about the challenges he sees as heavy computational workloads [See the full post…] |
Listen/download audio 15:07
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Categories: Artificial Intelligence, Audio Podcast, Code Together, Intel Tags: acceleration, AI, ArrayFire, artificial intelligence, C++, Data Parallel C++, data parallelism, DPC++, Edge, edge computing, GPU, heterogeneous computing, James Reinders, John Melonakos, oneAPI, Open Standards, parallelism, SYCL
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We explore the critical role of visualization and visual analytics in disaster management and medical research with Paul Navrátil, Director of Visualization at the Texas Advanced Computing Center (TACC), and Jim Jeffers, Sr. Principal Engineer and Sr. Director of Advanced [See the full post…] |
Listen/download audio 30:53
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Categories: Audio Podcast, Code Together, Intel Tags: Amaro Lab, ANARI, Christiaan Gribble, cosmology, COVID, Department of Energy, Disaster Management, Disaster Recovery, disaster relief, Embree, exascale, Exascale Computing Project, flood, Frontera, geophysical exploration, high performance computing, HPC, hurricane, Intel, Intel CPU, Intel oneAPI Rendering Toolkit, IXPUG, Jim Ahrens, Khronos Group, Kitware, Lauren Meyers, Los Alamos National Lab, medical research, National Oceanic and Atmospheric Administration, National Science Foundation, NOAA, oneAPI, Open Science, Open VKL, Open Volume Kernel Library, OSPray, pandemic, ParaView, physics, ray tracing, rendering, Rommie Amaro, Science, scientific, SOLAR Ray Tracing Consortium, Stampede II, Supercomputer, SURVICE Engineering, TACC, Texas Advancing Computing Center, University of California San Diego, University of Texas, UT, visualization, weather modeling
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In this second episode about GROMACS, one of the world’s most widely used open source molecular dynamics (MD) applications, we explore the quest to simplify portable, performant programming with Erik Lindahl, Biophysics Professor at Stockholm University & KTH Royal Institute [See the full post…] |
Listen/download audio 23:22
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Categories: Audio Podcast, Code Together, Intel Tags: AI, Andrey Alekseenko, biophysics, C++, COVID, cross-architecture, CUDA, distributed computing, DPC++, electrostatic, Erik Lindahl, exascale, floating point operations, GROMACS, heterogeneous, HPC, KTH Royal Institute of Technology, ligno-cellulose, MD, molecular, molecular dynamics, molecular simulation, oneAPI, pandemic, parallel programming, parallelism, Roland Schulz, SciLifeLab, SIMD, Stockholm University, Supercomputing, SYCL
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Open standards underpin the future of heterogeneous programming, and as Intel Principal Engineer Jeff Hammond points out, SYCL has proven in many ways that “standards don’t cost you a thing and you get portability.” A modern C++ language, SYCL has [See the full post…] |
Listen/download audio 25:25
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Categories: Audio Podcast, Code Together, Intel Tags: accessors, Aksel Alpay, AMD, backend, buffers, C++, Center of Excellence, Clang, Codeplay, compiler, ComputeCpp, cross-architecture, CUDA, DPC++, FPGA, GPU, Heidelberg University, heterogeneous, hipSYCL, HPC, Intel, Jeff Hammond, kernel, kernel library, Khronos Group, Kokkos, LLVM, MPI, NVIDIA, oneAPI, Open Source, Open Standards, OpenACC, OpenCL, OpenMP, Parallel Research Kernels, parallelism, pointers, queue, software programming, SYCL, SYCL 2020, task graph, tool chain, triSYCL, unified shared memory, Xilinx
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Increased processing power, massive amounts of data, and the development of more advanced algorithms have brought deep learning to the forefront, and TensorFlow has emerged as one of the world’s most popular machine learning frameworks. Penporn Koanantakool, Google Senior Software [See the full post…] |
Listen/download audio 14:47
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Categories: Artificial Intelligence, Audio Podcast, Code Together, Intel Tags: advanced algorithms, artificial intelligence, autonomous vehicles, AVX-2, AVX-512, bfloat16, Cascade Lake, Cooper Lake, deep learning, Deep Neural Network Library, DeepVariant, DPC++, Eigen, framework, fraud detection, Google, image recognition, Intel, machine learning, matrix multiplication, medical diagnosis, medical treatment, natural language processing, neural network, object recognition, oneAPI, oneDNN, Open Source, Skylake, TensorFlow, vector neural network instructions, VNNI, Xeon
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Andrew Lumsdaine, Chief Scientist at Northwest Institute for Advanced Computing, shares his journey in parallelism, from the HPC community’s early skepticism of and eventual move to C++ to build large systems, to his pursuit to develop a series of C++ [See the full post…] |
Listen/download audio 28:37
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Categories: Audio Podcast, Code Together, Intel Tags: C++, deep neural network, DPC++, heterogeneous, high performance computing, hipSYCL, HPC, Intel DevCloud, libraries, Math Kernel Library, MPI, oneAPI, oneDNN, oneMKL, Open Standards, parallel programming, parallelism, portability, Standards, SYCL, Threading Building Blocks, triSYCL
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Who better to have a spicy discussion with about #OpenMP than Tim Mattson and Bronis de Supinski? These two have truly lived at the forefront of the amazing, decades-long OpenMP journey, from its inception to its preeminence as a foundational [See the full post…] |
Listen/download audio 23:28
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Categories: Audio Podcast, Code Together, Intel Tags: Accelerators, C++, CUDA, DPC++, heterogeneous, high performance computing, HPC, Kokkos RAJA, loop transformations, offloading, oneAPI, OpenCL, OpenMP, parallel loops, parallel programming, parallelism, Python, SYCL
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Denisa Constantinescu, a PhD student in Mechatronics, and a researcher in the Computer Architecture Department at the University of Malaga, and Maura Tokay, a lead software programmer at Science Systems and Applications, Inc., and a computer scientist within the Department [See the full post…] |
Listen/download audio 19:26
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Categories: Audio Podcast, Code Together, Intel Tags: Agriculture, AI, artificial intelligence, C++, climate change, CPU, crop yield, Diversity, DPC++, emergency response, GPU, heterogeneous, inclusion, Intel, Intel DevCloud, machine learning, medical, meteorological data, oneAPI, OpenCL, programming, Science Systems and Applications Inc., STEM, SYCL, TBB, unified shared memory, University of Malaga, USM
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Dr. Tom Deakin, senior research associate and lecturer in the High-Performance Computing Research Group at the University of Bristol, and Dr. James Brodman, software engineer at Intel, unpack the tricky topic of performance portability to reveal what this concept truly [See the full post…] |
Listen/download audio 21:39
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Categories: Audio Podcast, Code Together, Intel Tags: C++, compiler, CPU, developers, DPC++, Dr. James Brodman, exascale, GPU, heterogeneous, high performance computing, HPC, Intel, Intel DevCloud, modern C++, oneAPI, Open Standards, OpenCL, OpenMP, parallel programming, parallelism, performance, portability, programming, Supercomputer, Supercomputing, Supercomputing 2020, SYCL, SYCL 2020, Tom Deakin, University of Bristol
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As high performance computing (HPC) moves far beyond its traditional users to the domains of AI, machine learning, enterprises and the cloud, and heterogeneous programming becomes the norm, Nico Mittenzwey, senior HPC engineer at Megware Computer, and Mike Lee, technical, [See the full post…] |
Listen/download audio 16:37
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Categories: Audio Podcast, Cloud Computing, Code Together, Intel Tags: AI, Argonne National Lab, CH4, cloud, CPU, DAOS, DPC++, Ethernet, exascale, fault tolerance, German Federal Waterways Engineering and Research Institute, GPU, heterogeneous, high performance computing, HPC, HPC applications, HPC clusters, Infiniband, Intel MPI library, Intel Optane, Julich Supercomputing Center, Lichtenberg II, machine learning, Megware Computer, MPI, MPI application, MPI implementation, MPI library, MPICH, Omni-Path, oneAPI, OpenFOAM, OpenMPI, simulation, TU Darmstadt
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Data scientists spend 60% of their time cleaning and preprocessing data, transforming this dirty data into crystallized insights. Dataframes, such as Pandas, provide exceptional tooling to address data wrangling tasks, yet Pandas themselves increasingly lack ease and speed as they [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: Alex Baden, algebra, Apache Arrow, CPU, data analytics, data preprocessing, Data Science, data science pipeline, data scientist, database, dataframe, Devin Petersohn, DPC++, GPU, heterogeneous, Intel, Intel AI Analytics Toolkit, Intel Optane, just-in-time compilation, LLVM, Modin, NoSQL, OmniSci, OmniSciDB, oneAPI, Open Source, Pandas, Python, scikit-learn, SQL, VTune Profiler
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To deliver increasingly captivating stories in the world of animated movies takes passion and determination. The passion to continually push the boundaries of what’s possible. The determination to continually seek ways to make technology easily approachable by artists, so that [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: Alex Wells, animation, CG, data-oriented, DPC++, heterogeneous, Intel, JIT, just-in-time compilation, Max Liani, motion picture, movie, object-oriented, oneAPI, Open Shading Language, Pixar, rendering, RenderMan, VFX, Visual effects
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In Part I of two episodes about GROMACS, one of the world’s most widely used open source molecular dynamics (MD) applications, Erik Lindahl, Biophysics Professor at Stockholm University & KTH Royal Institute of Technology, and Roland Schulz, Parallel Software Engineer [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: AI, biophysics, C++, Coulomb’s Law of Interaction, COVID, CUDA, developers, distributed computing, DPC++, electrostatic, exascale, floating point operations, Folding@home, GROMACS, HPC, KTH Royal Institute of Technology, ligno-cellulose, MD, molecular, molecular dynamics, molecular simulation, oneAPI, pandemic, parallel programming, parallelism, protein folding, SIMD, Stockholm University, Supercomputing, SYCL
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Krystian Ligenza, Autodesk Maya Software Architect, and Mike Voss, Intel Principal Engineer, talk about how the need for immersive experiences in VFX and 3D animated movies and games has driven the need for increasingly more capable (and complex) software and [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: 3D, animation, animation studio, authoring graph, AutoDesk, C++, character animation, computer animation software, CPU, DPC++, Entertainment, flow graph, game, game developer, Game Development, GPU, heterogeneous programming, Krystian Ligenza, Maya, Media, modeling, modeling animation, motion picture, MotionBuilder, non-uniform memory access, NUMA, oneAPI, oneTBB, parallel programming, parallelism, rendering, simulation, software development, software tools, TBB, Threading Building Blocks, VFX, Visual effects
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Is oneAPI living up to its promise? How do oneAPI and DPC++ relate to the Khronos Group SYCL and ISO C++ standards? Andrew Richards, Codeplay Software CEO, and Hal Finkel, Lead for Compiler Technology and Programming Languages at Argonne National [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: accelerator, Andrew Richards, Argonne, C++, CGRA, Codeplay, compute-intensive, CPU, cross-architecture, CUDA, data-intensive, DPC++, FPGA, GPU, Hal Finkel, heterogeneous computing, high performance computing, HPC, Intel, ISO, Khronos Group, NVIDIA, oneAPI, Open Source, Open Standards, OpenCL, Programming Languages, programming models, software programming, Supercomputer, SYCL, unified shared memory, USM
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Ronan Keryell, principal software engineer at Xilinx, and Jeff Hammond, principal engineer at Intel, explain why open collaboration — modeled through open source and open standards — is key to solving some of today’s biggest challenges in research and industry, [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: AMD, C++, CGRA, Codeplay, ComputeCpp, CPU, cross-architecture, CUDA, DPC++, FPGA, GPU, heterogeneous computing, hipSYCL, HPC, Intel, ISO, Khronos Group, NVIDIA, oneAPI, Open Source, Open Standards, OpenCL, OpenMP, Programming Languages, programming models, Ronan Keryell, software programming, Supercomputing, SYCL, triSYCL, unified shared memory, USM, Xilinx
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Peter Wang, CEO and Co-Founder of Anaconda, explains the series of happy accidents that have led to organic adoption of Python as the number one language among developers in data science and machine learning in this episode of Code Together [See the full post…] |
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Categories: Artificial Intelligence, Audio Podcast, Code Together, Intel Tags: AI, Anaconda, artificial intelligence, Big Data, Conda, cross-architecture, data analyst, data analytics, data literacy, data parallelism, Data Science, data scientist, David Liu, DPC++, heterogeneous computing, machine learning, Numba, numerical, NumPy, oneAPI, Peter Wang, Programming Languages, PyData, Python, scientific computing, SciPy, software programming
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Existing math kernel libraries have lacked portability across heterogeneous platforms—until now. A unifying programming model—and availability of standard library interfaces—enables development of performance-portable libraries among diverse hardware architectures. In this episode, Julia Sukharina, Senior Engineering Manager at Intel, and Mehdi [See the full post…] |
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Categories: Audio Podcast, Code Together, Intel Tags: BLAS, C++, Codeplay Software, compute-intensive, CuBLAS, CUDA, Data Parallel C++, data-intensive, developers, DPC++, GPU, heterogeneous, Intel Math Kernel Library, Julia Sukharina, libraries, linear algebra, math, math libraries, Mehdi Goli, MKL, NVIDIA, oneMKL, OpenCL, SYCL
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In this episode of Code Together, Geoff Lowney, Senior Fellow at Intel, and Andrew Richards, CEO at Codeplay Software, discuss the value of standards in enabling hardware and software developers to collaborate and innovate. From the early days of video [See the full post…] |
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Categories: Artificial Intelligence, Audio Podcast, Code Together, Intel Tags: Accelerators, AI, artificial intelligence, C++, compilers, compute-intensive, CPU, CUDA, data parallel, data-intensive, developers, exascale, Geoff Lowney, GPU, high performance computing, HPC, Khronos, Khronos Group, LLVM, NVIDIA, oneAPI, Open Source, OpenCL, parallel programming, parallelism, Standards, SYCL