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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

Future Blog Post

less than 1 minute read

Published:

This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.

Blog Post number 4

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 3

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 2

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 1

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

portfolio

publications

Hadanets: Flexible quantization strategies for neural networks

Published in IEEE, 2019

HadaNets introduce a flexible train-from-scratch tensor quantization scheme by pairing a full precision tensor to a binary tensor in the form of a Hadamard product.

Recommended citation: Akhauri, Y. (2019). HadaNets: Flexible Quantization Strategies for Neural Networks. 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9025370

LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications

Published in IEEE, 2020

We present a novel method for designing neural network topologies that directly map to a highly efficient FPGA implementation.

Recommended citation: Y. Umuroglu, Y. Akhauri, N. J. Fraser and M. Blott, "LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications," 2020 30th International Conference on Field-Programmable Logic and Applications (FPL), 2020, pp. 291-297, doi: 10.1109/FPL50879.2020.00055. https://ieeexplore.ieee.org/document/9221584

High-throughput dnn inference with logicnets

Published in IEEE, 2020

Some applications may require data processing rates in the millions of samples per second and sub-microsecond latency, which is possible with customized FPGA or ASIC implementations. We present a novel method called LogicNets for co-design of DNN topologies and hardware circuits that maps to a very efficient FPGA implementation to address the needs of such applications.

Recommended citation: Y. Umuroglu, Y. Akhauri, N. J. Fraser and M. Blott, "High-Throughput DNN Inference with LogicNets," 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2020, pp. 238-238, doi: 10.1109/FCCM48280.2020.00071. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9114869

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.