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HansLiu's Projects

swa icon swa

Stochastic Weight Averaging in PyTorch

tcn icon tcn

Sequence modeling benchmarks and temporal convolutional networks

tensorflow-serving-ppc64le icon tensorflow-serving-ppc64le

Cloned tensorflow serving from https://github.com/tensorflow/serving till rev 18e278e53c23a0704a05cab6bf88ac5cf8b02d53.

theano icon theano

Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.

thesis icon thesis

Differentiable Optimization-Based Modeling for Machine Learning

time-series icon time-series

The purpose of this repo is to implement & analyze various deep learning and hybrid approaches to time-series classification and regression problems, as well as compare performance to more traditional statistical methods.

timeseries_seq2seq icon timeseries_seq2seq

This repo aims to be a useful collection of notebooks/code for understanding and implementing seq2seq neural networks for time series forecasting. Networks are constructed with keras/tensorflow.

tls icon tls

Conservative Taylor least squares (TLS) function reconstruction

unet-pytorch icon unet-pytorch

U-Net implementation for PyTorch based on https://arxiv.org/abs/1505.04597

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