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15-418/15-618: Parallel Computer Architecture and Programming, Fall 2019:
Projects
- Parallel Machine Learning :
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Parallel Implementation of XGBoost
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Chen Zhao and Zhengyu Chen
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Parallel Streaming Decision Tree on GPU
, Ke Ding and Anxiang Zhang
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Asynchronous Parallel Gradient Boosting with Parameter Server
, Guanfu Liu and Dimitris Konstantinidis
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Parallelizing Graph Neural Networks
, Shane Guan and Peter Wu
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Lightweight Convolutional Neural Network Framework
, Simeng Liao and Zhejin Huang
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Distributed Belief Propagation using OpenMPI
, Yi Zhou and Shuaijun Ge
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Parallel Agent Simulator
, Karthik Duddu and Venkat K Srinivasan
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Machine Learning Based Software Prefetching Accelerated with MPI Architecture
, John Paul Harriman and Alex Goberna
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Parallel intelligent optimization algorithms
, Yuxing Chen and Xueting Pan
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Parallel Density-based Clustering Algorithm
, Sailun Xu and Yueni Liu
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PinSage++ (A web-scale recommender system based on a graph convolutional network)
, Siyang Qu and Yue Wu
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Parallelized CKY Algorithm for Syntactic Parsing
, Ansong Ni and Pulkit Agarwal
- Parallel Computer Vision and Image Processing :
- Parallel Graph Algorithms :
- Parallel Scientific Computing :
- Scheduling Parallelism :
- Parallelizing Data Structures :
- Parallel Database Management Systems :
- Parallel Game Playing :
- Simulation Studies of Parallel Machines :
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