Deep Reinforcement Learning in STIOT
URL: https://github.com/yhaowang666/MEC-DQL.git
Description:
A policy based deep reinforcement learning algorithm for task offloading and resource allocation.
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oneAPI
Deliver uncompromised performance for diverse workloads across multiple architectures.
NMS by DPC++
URL: https://github.com/intel-sandbox/ICE_dpcpp_sample/tree/master
Description:
Non-maximum supression is a algorithm for many detection/tracking use case. But for large data, NMS is time-consuming. So making this algorthm paralleled is necessary.
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Simple Molecular Dynamics
URL: https://github.com/VCCA2021HPC/simple-md
Description:
Demonstrate use of SYCL for a basic molecular dynamics implementation
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Accelerated Circuit Simulation using SYCL
URL: https://github.com/FMarno/SYCL-LU-Decomposition
Description:
Simulation of integrated circuits consists of solving matrix-based equations. In this project, we demonstrate the acceleration of LU decomposition as the core algorithm in solving circuits using SYCL and oneAPI on CPU and GPU.
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EEsim
URL: https://github.com/danchitnis/EEsim
Description:
EEsim is a circuit simulator based on ngspice and it runs inside the browser using WebAssembly technology.
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SYCL Container
URL: https://github.com/danchitnis/sycl-container
Description:
A container for development SYCL code. Currently, work with Intel CPU, CUDA GPU. (Intel GPU work in progress). Can be used independently of with VScode remote extension
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Performance Evaluation of FPGA-based Hardware Accelerator for HPC applications
Description:
In this project, we aim to find if FPGAs can be considered as a viable option as a hardware accelerator, and if so, how is their performance compared to existing processors like GPGPUs in various types of HPC workloads. We have an opportunity to take benefit of the recent developments in High-Level
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MediaMapper
URL: https://github.com/nikkhiel/mediamapper
Description:
Mediamapper project plans to produce map of topics on social media based on keywords, hashtags, titles, labels, captions, search-words as well as images and videos. The name MediaMapper signifies the mapping of topics and trends on the overall social media all over the Internet.
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Integral_DPCPP
URL: https://github.com/norhidayahm/integral_dpcpp
Description:
This project is modified from the integral project from the course "Fundamentals of Parallelism on Intel Architecture" by Dr. Andrey Vladimirov in Coursera. The codes are converted to C++ and DPC++.
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dpcpp-tutorial
URL: https://github.com/acanets/dpcpp-tutorial
Description:
This is a collection of DPC++ sample programs that demonstrate the design, analysis and optimization of DPC++ programs
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oneAPI_samples
URL: https://github.com/Mrhuajie-wu/gw3_oneAPI_samples
Description:
sample1:计算随机变量的数字特征，如单个变量的期望、方差，两个变量之间的协方差。同时实现两个变量之间的线性回归。 sample2:卷积算法有很强的并行性，通过将每次核的矩阵乘法运算并行实现算法的并行化。 sample3:展示数据在传输中以及计算中的具体情况。
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ArrayFire - oneAPI Backend
URL: https://github.com/arrayfire/arrayfire
Description:
ArrayFire is a general-purpose tensor library that simplifies the process of software development for the parallel architectures found in CPUs, GPUs, and other hardware acceleration devices. This project is to develop a oneAPI backend to the library, which currently supports CUDA, OpenCL, and x86.
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Using oneAPI, Intel NUC & NVIDIA Jetson Nano to detect Acute Lymphoblastic Leukemia
URL: https://github.com/AMLResearchProject/ALL-Jetson-Nano-Classifier
Description:
The Acute Lymphoblastic Leukemia Jetson Nano Classifier is a Convolutional Neural Network developed using Intel® oneAPI AI Analytics Toolkit & Intel® Optimization for Tensorflow* on an Intel® NUC NUC7i7BNH to accelerate training, and TensorRT for high performance inference on NVIDIA® Jetson Nano.
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Parallel assignment
URL: https://github.com/ouc16020021031/Parallel-assignment
Description:
The program can assign and initialize values in parallel
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Tweet_SentimentAnalysis_ML
URL: https://jupyter.oneapi.devcloud.intel.com/user/u78961/lab
Description:
Build a binary classifier to categorize the tweets in the training data as a 1. Disaster/Attack/Calamity with potential loss of Life and property 2. Tweets unrelated to loss of life and property 3. Create a function which can take a tweet as input and classify it
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Computer Pointer Controller OpenVINO
URL: https://github.com/Nitin-Mane/Computer-Pointer-Controller
Description:
the task is based on a gaze detection model to control the mouse pointer of the computer. The module state on the Intel model usage and will be applying the Gaze Estimation model to estimate the gaze of the user's eyes and change the mouse pointer position accordingly. This project will demonstrate
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A DPC++ Backend for the OCCA Portability Framework
URL: https://github.com/libocca/occa
Description:
OCCA—an open source, portable, and vendor neutral framework for parallel programming on heterogeneous platforms—is used by mission critical computational science and engineering applications of public and private sector organizations, including the U.S. Department of Energy and Shell.
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Using Intel Technologies & Magic Leap 1 to detect Acute Lymphoblastic Leukemia (ALL) Lymphoblasts
URL: https://github.com/aiial/all-detection-system-for-magic-leap-1
Description:
Combines Magic Leap's Spacial Computing technologies with Intel's oneAPI, OpenVINO & Neural Compute Stick to provide real-time classification of Acute Lymphoblastic Leukemia Lymphoblasts in peripheral blood samples within a Mixed Reality environment.
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SolvingLinearEquations
URL: https://github.com/LazyTigerLi/SolvingLinearEquations
Description:
This project gives an example of solving linear equations by iterative method, which is implemented using DPC++ language for Intel CPU and accelerators. However, the calculation may not converge currently.
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MCsquare
URL: https://gitlab.com/openmcsquare/MCsquare
Description:
Fast Monte Carlo dose calculation algorithm for the simulation of PBS proton therapy.
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