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wubukeneng's Projects

medmnist icon medmnist

MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis

moco icon moco

Unofficial implementation with pytorch DistributedDataParallel for "MoCo: Momentum Contrast for Unsupervised Visual Representation Learning"

multimodelembedding icon multimodelembedding

Multimodal embedding music for automatic piece recognition spaces. Machine Learning project for ATIAM master's degree at IRCAM.

pathnet.keras icon pathnet.keras

Implementation of "PathNet: Evolution Channels Gradient Descent in Super Neural Networks" in keras 2.

pneumonia-diagnosis-using-xrays-96-percent-recall icon pneumonia-diagnosis-using-xrays-96-percent-recall

BEST SCORE ON KAGGLE SO FAR , EVEN BETTER THAN THE KAGGLE TEAM MEMBER WHO DID BEST SO FAR. The project is about diagnosing pneumonia from XRay images of lungs of a person using self laid convolutional neural network and tranfer learning via inceptionV3. The images were of size greater than 1000 pixels per dimension and the total dataset was tagged large and had a space of 1GB+ . My work includes self laid neural network which was repeatedly tuned for one of the best hyperparameters and used variety of utility function of keras like callbacks for learning rate and checkpointing. Could have augmented the image data for even better modelling but was short of RAM on kaggle kernel. Other metrics like precision , recall and f1 score using confusion matrix were taken off special care. The other part included a brief introduction of transfer learning via InceptionV3 and was tuned entirely rather than partially after loading the inceptionv3 weights for the maximum achieved accuracy on kaggle till date. This achieved even a higher precision than before.

pyansys icon pyansys

Pythonic interface to ANSYS result, full, and archive files

python-cookbook icon python-cookbook

Code samples from the "Python Cookbook, 3rd Edition", published by O'Reilly & Associates, May, 2013.

pytorch-book icon pytorch-book

Source codes for the book "Application of Neural Network and PyTorch"

pytorch-handbook icon pytorch-handbook

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

pytorch1.0-cn icon pytorch1.0-cn

PyTorch 1.0 官方文档 中文版,欢迎关注微信公众号:磐创AI

ra-tool icon ra-tool

An easy tool for medical image segmentation results analysis

registration-as-data-augumentation-for-ct--data icon registration-as-data-augumentation-for-ct--data

Main idea of this project was making some new data using simple registration technique from existing CT data. This code be a possible alternative of arbitrary augmentation such as flip, rotation, zoom etc.

rmdl icon rmdl

RMDL: Random Multimodel Deep Learning for Classification

scda_keras icon scda_keras

A keras and tensorflow implementation of the "Selective Convolutional Descriptor Aggregation" algorithm

seizure_prediction icon seizure_prediction

Code for the project: "Seizure prediction using nonnegative matrix factorization"

ssl4mis icon ssl4mis

Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.

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