Vu Huy The の履歴(No.10) - ASL Wiki

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NASH: Neuro-inspired ArchitectureS in Hardware Project

Doctoral Topic: Adaptive Highly Reconfigurable Deep Learning Processor for Spiking Neural Networks with Scalable Packet-Switched Network

Background, Research Goal, Achievemen, CFPt †

Research schedule†

Oct. to Feb. 2017 †

Step 5 Due date: March 10 13, 2017. (Please prepare .ppt slides and make a presentation)†

Step 5.1
- Describe the overall system organization and Propose a light-weight learning algorithm for NASH System. (NASH stands for 'Neuro-inspired ArchitectureS in Hardware' Project in ASL)

References:

0. Spiking Deep Convolutional Neural Networks for Energy-Efficient Object Recognition, Nov. 2014.

1. A Low-voltage, Low power STDP Synapse implementation using Domain-WallMagnets for Spiking Neural Networks

2. FPGA-based Architecture for Real-time Synaptic Plasticity computation

3. PhD Thesis -Theory of non-linear spike-time-dependent plasticity

4. Demonstration of STDP based Neural Networks on an FPGA

5. Neuron Models on FPGA, Verilog HDL

6.Design of silicon brains in the nano-CMOS era: Spiking neurons,learning synapses and neural architecture optimization, A.S. Cassidy et al. / Neural Networks 45 (2013) 4–26

7. ConvNet Hardware

Step 5.2 Due date: April 30, 2017. Please prepare 8 to 10 pages draft and make a presentation without slides.

Draft a conference paper about Acceleration (using FPGA) of Image Recognition with Deep Convolution Neural Network based on FT Packet Switched Network.
- Conf. http://www.mcsoc-forum.org/

References:

1.Book: FPGA implementation of Neural Netwokrs, 2006

RPS†

3/14/2017: Overall System Architecture

Special RPR†

April

FPGA BASED MULTI-CORE ARCHITECTURES FOR DEEP LEARNING NETWORKS, MS thesis, 2015.

Note: Please read and make a presentation any day between April 1st and April 31, 2017. Please arrange the schedule and let me know.

presentation.ppt

May

June

TBA

Site Updates Record†

3/24/2017: site updated, B.
3/10/2017: site updated, B.
3/6/2017: site updated, B.
2/17/2017: site update, B.
1/13/2017: added new ref, B.
12/8/2016: updated the research step deadlines, B.
12/6/2016: updated the research goal and the background, B.
Nov. 24,2016, updated Step 1.2, B.
Nov. 22,2016, Ref. added to Step 2, B.
Nov. 18, 2016, site updated, Ben
Nov. 11, 2016 - Research Schedule updated, B.
Nov. 8, 2016 - page created, B.