國(guó)外小組科研—菁英項(xiàng)目：計(jì)算機(jī)科學(xué)與軟件工程專(zhuān)題：基于并行計(jì)算的高并發(fā)、高吞吐量系統(tǒng)平臺(tái)架構(gòu)搭建【大學(xué)組】

開(kāi)始日期：

2023年6月24日

專(zhuān)業(yè)方向：

計(jì)算機(jī)與人工智能

導(dǎo)師：

Rakesh（伊利諾伊大學(xué)香檳分校 (UIUC) 終身正教授）

課程周期：

7周在線(xiàn)小組科研學(xué)習(xí)+5周不限時(shí)論文指導(dǎo)學(xué)習(xí)

語(yǔ)言：

英文

建議學(xué)生年級(jí)：

大學(xué)生

項(xiàng)目產(chǎn)出：

7周在線(xiàn)小組科研學(xué)習(xí)+5周不限時(shí)論文指導(dǎo)學(xué)習(xí) 共125課時(shí) 項(xiàng)目報(bào)告 優(yōu)秀學(xué)員獲主導(dǎo)師Reference Letter EI/CPCI/Scopus/ProQuest/Crossref/EBSCO或同等級(jí)別索引國(guó)際會(huì)議全文投遞與發(fā)表指導(dǎo)（可用于申請(qǐng)） 結(jié)業(yè)證書(shū) 成績(jī)單

項(xiàng)目介紹：

本項(xiàng)目將循序漸進(jìn)地講述共享存儲(chǔ)器多線(xiàn)程編程的基礎(chǔ)知識(shí)，詳細(xì)解釋當(dāng)今多處理器硬件（多核處理器、圖形處理器、加速器、數(shù)據(jù)中心、倉(cāng)庫(kù)規(guī)模和超級(jí)計(jì)算機(jī)）對(duì)并發(fā)程序設(shè)計(jì)的支持方式，全面考察主流的并發(fā)數(shù)據(jù)結(jié)構(gòu)及其關(guān)鍵設(shè)計(jì)要素。學(xué)生將在導(dǎo)師指導(dǎo)下，針對(duì)現(xiàn)有問(wèn)題，遵循并行程序設(shè)計(jì)原理，開(kāi)發(fā)或優(yōu)化機(jī)器學(xué)習(xí)算法。在項(xiàng)目結(jié)束時(shí)，提交項(xiàng)目報(bào)告，進(jìn)行成果展示。 This course is designed to give students a detailed overview of the key approaches and current research directions in parallel programming and architecture. Using a fast-paced, but still detailed set of lectures, the course will cover different classes of parallel architectures, including multi-core and many-core processors, GPUs, accelerators, datacenters, and warehouse-scale and supercomputers. We will cover key concepts underlying the performance and correctness of execution on these architectures (e.g., coherence, consistency, synchronization, SIMD, etc.). We will also provide an overview of programming models for these architectures (openMP/MPI/CUDA, etc). The lectures will be accompanied with a set of group-based project assignments that will provide students hands-on experience with different machine learning algorithms to solve important tasks. 個(gè)性化研究課題參考 Suggested Research Fields： 基于GPU的星圖配準(zhǔn)算法并行程序設(shè)計(jì) Parallel Programming Design of Star Image Registration Based on GPU 多核CPU和并行程序設(shè)計(jì)語(yǔ)言中的橫向局部性與縱向局部性對(duì)比研究 A Comparative Study of Horizontal and Vertical Locality in Multi-core CPU and Parallel programming 多核處理器關(guān)鍵技術(shù)及發(fā)展趨勢(shì)研究 Research on Development Trend and Key Techniques for Multi-core Processors 在電子游戲中實(shí)現(xiàn)并行編程 Parallel Programming in Video Games