Using GPUs for machine learning algorithms

被引：145

作者：

Steinkraus, D ^{[1
]}

Buck, I ^{[1
]}

Simard, PY ^{[1
]}

机构：

[1] Microsoft Res, Redmond, WA 98056 USA

来源：

EIGHTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, VOLS 1 AND 2, PROCEEDINGS | 2005年

关键词：

D O I：

10.1109/ICDAR.2005.251

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Using dedicated hardware to do machine learning typically ends up in disaster because of cost, obsolescence, and poor software. The popularization of Graphic Processing Units (GPVs), which are now available on every PC, provides an attractive alternative. We propose a generic 2-layer fully connected neural network GPU implementation which yields over 3X speedup for both training and testing with respect to a 3GHz P4 CPU.

引用

页码：1115 / 1120

页数：6

共 50 条

[21] Classifying Ransomware Using Machine Learning Algorithms
Egunjobi, Samuel
Parkinson, Simon
Crampton, Andrew
INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING (IDEAL 2019), PT II, 2019, 11872 : 45 - 52
[22] Ransomware detection using machine learning algorithms
Bae, Seong Il
Lee, Gyu Bin
Im, Eul Gyu
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2020, 32 (18):
[23] Face Recognition using Machine Learning Algorithms
Dastgiri, Amirhosein
Jafarinamin, Pouria
Kamarbaste, Sami
Gholizade, Mahdi
JOURNAL OF MECHANICS OF CONTINUA AND MATHEMATICAL SCIENCES, 2019, 14 (03): : 216 - 233
[24] Sentiment Analysis Using Machine Learning Algorithms
Jemai, Fatma
Hayouni, Mohamed
Baccar, Sahbi
IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 775 - 779
[25] Business intelligence using machine learning algorithms
Hamzehi, Morteza
Hosseini, Soodeh
MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (23) : 33233 - 33251
[26] DISEASE FORECAST USING MACHINE LEARNING ALGORITHMS
Hussain, Mohammed Muzaffar
Devi, S. Kalpana
JOURNAL OF APPLIED MATHEMATICS & INFORMATICS, 2022, 40 (5-6): : 1151 - 1165
[27] GEOLOGICAL MAPPING USING MACHINE LEARNING ALGORITHMS
Harvey, A. S.
Fotopoulos, G.
XXIII ISPRS CONGRESS, COMMISSION VIII, 2016, 41 (B8): : 423 - 430
[28] Pothole Detection Using Machine Learning Algorithms
Al Masud, A. K. M. Jobayer
Sharin, Saraban Tasnim
Shawon, Khandokar Farhan Tanvir
Zaman, Zakia
2021 15TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ICSPCS), 2021,
[29] In-Database Machine Learning with SQL on GPUs
Schuele, Maximilian
Lang, Harald
Springer, Maximilian
Kemper, Alfons
Neumann, Thomas
Guennemann, Stephan
33RD INTERNATIONAL CONFERENCE ON SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT (SSDBM 2021), 2020, : 25 - 36
[30] Using machine learning techniques to analyze the performance of concurrent kernel execution on GPUs
Carvalho, Pablo
Clua, Esteban
Paes, Aline
Bentes, Cristiana
Lopes, Bruno
Drummond, Lucia Maria de A.
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 113 (113): : 528 - 540

← 1 2 3 4 5 →