Skip to content

Latest commit

 

History

History
342 lines (185 loc) · 18 KB

2015-10-09-dl-software-hardware.md

File metadata and controls

342 lines (185 loc) · 18 KB
Raw
layout category title date
post
deep_learning
Deep Learning Software and Hardware
2015-10-09

Papers

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Installation / Deploying

Setting up a Deep Learning Machine from Scratch (Software): Instructions for setting up the software on your deep learning machine

How to install CUDA Toolkit and cuDNN for deep learning

Deploying Deep Learning: Guide to deploying deep-learning inference networks and realtime object detection with TensorRT and Jetson TX1.

Install Log

Lessons Learned from Deploying Deep Learning at Scale

Docker

All-in-one Docker image for Deep Learning

NVIDIA Docker: GPU Server Application Deployment Made Easy

Deep learning base image for Docker (Tensorflow, Caffe, MXNet, Torch, Openface, etc.)

https://github.com/dominiek/deep-base

Deepo: a Docker image with a full reproducible deep learning research environment

Cloud

SuperVessel Cloud for POWER/OpenPOWER LoginRegisterTutorials

http://www.ptopenlab.com/

Building Deep Neural Networks in the Cloud with Azure GPU VMs, MXNet and Microsoft R Server

https://blogs.technet.microsoft.com/machinelearning/2016/09/15/building-deep-neural-networks-in-the-cloud-with-azure-gpu-vms-mxnet-and-microsoft-r-server/

Microsoft open sources its next-gen cloud hardware design

Google Taps AMD For Accelerating Machine Learning In The Cloud

http://www.forbes.com/sites/aarontilley/2016/11/15/google-taps-amd-for-accelerating-machine-learning-in-the-cloud/#3549d8554181

Amazon EC2

Deep Learning AMI on AWS Marketplace

https://aws.amazon.com/marketplace/pp/B01M0AXXQB

We Have To Go Deeper: AWS p2.xlarge GPU optimized deep learning cluster-grenade

A GPU enabled AMI for Deep Learning

Keras with GPU on Amazon EC2 – a step-by-step instruction

https://medium.com/@mateuszsieniawski/keras-with-gpu-on-amazon-ec2-a-step-by-step-instruction-4f90364e49ac#.k27d0mqir

Microsoft R Server

Training Deep Neural Networks on ImageNet Using Microsoft R Server and Azure GPU VMs

Hardware System

I: Building a Deep Learning (Dream) Machine

II: Running a Deep Learning (Dream) Machine

A Full Hardware Guide to Deep Learning

Build your own Deep Learning Box

32-TFLOP Deep Learning GPU Box: A super-fast linux-based machine with multiple GPUs for training deep neural nets

https://hackaday.io/project/12070-32-tflop-deep-learning-gpu-box

Hands-on with the NVIDIA DIGITS DevBox for Deep Learning

Considerations when setting up deep learning hardware

Building a Workstation for Deep Learning

Deep Learning Machine: First build experience

Building a machine learning/deep learning workstation for under $5000

Hardware Guide: Neural Networks on GPUs (Updated 2016-1-30)

Building Your Own Deep Learning Box

https://medium.com/@bfortuner/building-your-own-deep-learning-box-47b918aea1eb#.4r5zchk4f

Setting up a Deep learning machine in a lazy yet quick way https://medium.com/@sravsatuluri/setting-up-a-deep-learning-machine-in-a-lazy-yet-quick-way-be2642318850#.jrxrkfxa2

Deep Confusion: Misadventures In Building A Deep Learning Machine

http://www.topbots.com/deep-confusion-misadventures-in-building-a-machine-learning-server/

DIY-Deep-Learning-Workstation

GPU

Which GPU(s) to Get for Deep Learning: My Experience and Advice for Using GPUs in Deep Learning

从深度学习选择什么样的gpu来谈谈gpu的硬件架构

GPU折腾手记——2015 (by 李沐)

HPC, Deep Learning and GPUs(2016 Stanford HPC Conference)

Modern GPU 2.0: Design patterns for GPU computing

CuMF: CUDA-Acclerated ALS on mulitple GPUs.

Basic Performance Analysis of NVIDIA GPU Accelerator Cards for Deep Learning Applications

CuPy : NumPy-like API accelerated with CUDA

NumPy GPU acceleration

Efficient Convolutional Neural Network Inference on Mobile GPUs (Embedded Vision Summit)

Deep Learning with Multiple GPUs on Rescale: Torch

GPU-accelerated Theano & Keras on Windows 10 native

NVIDIA Announces Quadro GP100 - Big Pascal Comes to Workstations

http://www.anandtech.com/show/11102/nvidia-announces-quadro-gp100

FPGA

Recurrent Neural Networks Hardware Implementation on FPGA

Is implementing deep learning on FPGAs a natural next step after the success with GPUs?

Efficient Implementation of Neural Network Systems Built on FPGAs, Programmed with OpenCL

Deep Learning on FPGAs: Past, Present, and Future

FPGAs Challenge GPUs as a Platform for Deep Learning

Convolution Neural Network CNN Implementation on Altera FPGA using OpenCL

Accelerating Deep Learning Using Altera FPGAs (Embedded Vision Summit)

Machine Learning on FPGAs: Neural Networks

Comprehensive Evaluation of OpenCL-based Convolutional Neural Network Accelerators in Xilinx and Altera FPGAs

Microsoft Goes All in for FPGAs to Build Out AI Cloud

Caffeinated FPGAs: FPGA Framework For Convolutional Neural Networks

Intel Unveils FPGA to Accelerate Neural Networks

http://datacenterfrontier.com/intel-unveils-fpga-to-accelerate-ai-neural-networks/

Deep Learning with FPGA

A General Neural Network Hardware Architecture on FPGA

Approximate FPGA-based LSTMs under Computation Time Constraints

ARM / Processor

'Neural network' spotted deep inside Samsung's Galaxy S7 silicon brain: Secrets of Exynos M1 cores spilled

Intel will add deep-learning instructions to its processors

SRAM

ShiDianNao: Shifting Vision Processing Closer to the Sensor http://lap.epfl.ch/files/content/sites/lap/files/shared/publications/DuJun15_ShiDianNaoShiftingVisionProcessingCloserToTheSensor_ISCA15.pdf

Blogs

Emerging "Universal" FPGA, GPU Platform for Deep Learning

An Early Look at Startup Graphcore’s Deep Learning Chip

https://www.nextplatform.com/2017/03/09/early-look-startup-graphcores-deep-learning-chip/

Hardware for Deep Learning

https://medium.com/towards-data-science/hardware-for-deep-learning-8d9b03df41a

Videos

Energy-efficient Hardware for Embedded Vision and Deep Convolutional Neural Networks