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The rapid advancement in machine learning and data science fields have aided data scientists in arriving at meaningful insights. However, it’s not been an easy task to optimize machine learning infrastructures to allow data scientists to focus on their core [See the full post…] |
Listen/download audio 27:02
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Categories: Audio Podcast, Code Together, Intel Tags: AI Artificial intelligence, API, Data Science, data scientist, domain specific languages, heterogeneous, machine learning, Modin, OmniSci, oneAPI, Opensource, Pandas, Python, Pytorch, SQL, XGBoost
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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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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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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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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
Categories: Artificial Intelligence, Audio Podcast, Code Together, Intel Tags: Alice Chan, Argonne National Lab, artificial intelligence, C++, Compiler Engineering, Compiler Technology, cross-architecture, CUDA, developers, DPC++, GPU, Hal Finkel, hardware abstraction, heterogeneous, Khronos, machine learning, oneAPI, Programming Languages, programming portability, SYCL