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kelsey01's Projects

axi_pcb_defect_detection icon axi_pcb_defect_detection

This repo contains data pre-processing, classification and defect detection methodologies for images from Advance XRay Inspection from multi-layer PCB boards.

caffe icon caffe

Ristretto: Caffe-based approximation of convolutional neural networks.

cam icon cam

Class Activation Mapping

deepstats icon deepstats

Repository for "Known Unknowns: Uncertainty Quality in Bayesian Neural Networks" paper.

error-detection icon error-detection

A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

ood-baseline icon ood-baseline

Reproducing experiment result of 'A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks', by Hendrycks et al.(2017)

probability icon probability

Probabilistic reasoning and statistical analysis in TensorFlow

variationalautoencoders icon variationalautoencoders

Comparison of Variational Autoencoders with Bayesian Neural Networks. Accuracy, Latent space, Reconstruction and White Noise filtering.

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