Building a next-generation platform for deep learningBen Lorica
[5] Abdel-rahman Mohamed, Dong Yu, and Li Deng. Investigation of full-sequence training of deep belief networks for speech recognition. In INTERSPEECH, pages 2846–2849, 2010. [6] Frank Seide, Gang Li, and Dong Yu. Conversational speech transcription using context-dependent deep neural networks...
【论文赏读】ElasticFlow: An Elastic Serverless Training Platform for Distributed Deep Learning Dicardo 上海交通大学 EPCC PhD 在读5 人赞同了该文章 本文提出了ElasticFlow,一个面向分布式训练的弹性无服务训练平台,支持 user仅指定 model,超参(not GPU num) 和job DDL(not GPU time),从而在提供满足 DLL ...
我们的研究仅在Microsoft平台上进行,然而,我们相信所选择的深度学习质量问题是普遍存在的,研究结果可以推广到其他DL平台,如Microsoft Azure Machine Learning [6]、Amazon SageMaker [7]和Google Cloud AI [8]。其关键原因在于Platform-X与其他平台之间存在双重相似性: 1)Platform-X采用了广泛采用的硬件、系统架构和软...
Zhenhua Han, Peng Cheng, Fan Yang, Gang Huang, Xin Jin, Xuanzhe Liu ASPLOS 2023|March 2023 Download BibTex This paper proposes ElasticFlow, an elastic serverless training platform for distributed deep learning. ElasticFlow provides a serverless interface with two distinct fea...
This work presents the open-source NiftyNet platform for deep learning in medical imaging. The ambition of NiftyNet is to accelerate and simplify the development of these solutions, and to provide a common mechanism for disseminating research outputs for the community to use, adapt and build upon....
*Nitish Shirish Keskar, Dheevatsa Mudigere, etc. On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima, 2017.2,https://arxiv.org/abs/1609.04836 A bigger picture Segmented AI Workloads Call for Diversified Platforms ...
Discover how Deep Instinct Prevention for Storage (DPS) protects your NAS storage more effectively than Trellix. Learn More Harnessing the Power of Deep Learning & GenAI We prevent what others can't find.TM Deep Instinct is the first and only zero-day data security company that prevents and ex...
Discover how Deep Instinct Prevention for Storage (DPS) protects your NAS storage more effectively than Trellix. Learn More Harnessing the Power of Deep Learning & GenAI We prevent what others can't find.TM Deep Instinct is the first and only zero-day data security company that prevents and ex...
2. To stimulate deep thinking and enhance student's capabilities of transferring what they have learnt to new situations so that transfer of learning takes place. 3. To develop and foster independence of learning in which student develops the ability to discover and reconstru ct knowledge for ...