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Olivia Weng's Projects

bnn-pynq icon bnn-pynq

Quantized Neural Networks (QNNs) on PYNQ

bonito icon bonito

A PyTorch Basecaller for Oxford Nanopore Reads

cifar10 icon cifar10

CIFAR10 training repo for MLPerf Tiny Benchmark v0.7

fastml-science icon fastml-science

Implementations of the fastml-science bechmark models, including a standard Keras (float) and QKeras (quantized) implementations.

hls4ml icon hls4ml

Machine learning on FPGAs using HLS

hls4ml_dense_relu_merge icon hls4ml_dense_relu_merge

Testing the hls4ml optimizer pass for merging the ReLU layer into the Dense layer when ReLU immediately follows Dense---a frequently encountered pattern in NNs.

imgclsmob icon imgclsmob

Sandbox for training convolutional networks for computer vision

libtock-c icon libtock-c

Userland apps for Tock written in C and C++

nemo icon nemo

NeMo: a toolkit for conversational AI

pyhessian icon pyhessian

PyHessian is a Pytorch library for second-order based analysis and training of Neural Networks

pytorchfi icon pytorchfi

A runtime fault injection tool for PyTorch :fire:

resnet50-pynq icon resnet50-pynq

Quantized ResNet50 Dataflow Acceleration on Alveo, with PYNQ

tailor icon tailor

Tailor is a codesign tool whose hardware-aware training algorithm gradually removes or shortens a fully trained network’s skip connections to lower their hardware cost.

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