Pinned Repositories
100-Days-Of-ML-Code
100 Days of ML Coding
2017-slides
Slides and talk assets from PyCon 2017
3D-IWGAN
A repository for the paper "Improved Adversarial Systems for 3D Object Generation and Reconstruction".
3D-Machine-Learning
A learning resource repository for 3D machine learning
3Dunet_abdomen_cascade
3DUnetCNN
Keras 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation
AAE_pytorch
academicpages.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
acdc_segmenter
Public code for our submission to the 2017 ACDC Cardiac Segmentation challenge
Deformable-ConvNets
Deformable Convolutional Networks
BrianDo2005's Repositories
BrianDo2005/mri-variationalnetwork
Source code to our paper: "Learning a Variational Network for Reconstruction of Accelerated MRI Data"
BrianDo2005/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.
BrianDo2005/pretrained-models.pytorch
Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.
BrianDo2005/react-vis
Data-Visualization oriented components
BrianDo2005/LowRankISMRM
Low rank image reconstruction tutorial from ISMRM 2018
BrianDo2005/breast_density_classifier
Breast density classifier
BrianDo2005/fastparquet
python implementation of the parquet columnar file format.
BrianDo2005/minigo
An open-source implementation of the AlphaGoZero algorithm
BrianDo2005/keras-gcnn
Roto-reflection equivariant CNNs for Keras as presented in B. S. Veeling, J. Linmans, J. Winkens, T. Cohen, M. Welling. "Rotation Equivariant CNNs for Digital Pathology".
BrianDo2005/pytorch-sentiment-analysis
A few tutorials on getting started with PyTorch and TorchText for sentiment analysis.
BrianDo2005/finetune-transformer-lm
Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
BrianDo2005/ttaug-midl2018
Test-time Data Augmentation for Estimation of Heteroscedastic Aleatoric Uncertainty in Deep Neural Networks, MIDL 2018
BrianDo2005/msc-2018-final
BrianDo2005/DeepNeuro
A deep learning python package for neuroimaging data.
BrianDo2005/pytorch-yolov3
A PyTorch implementation of the YOLOv3 netowrk
BrianDo2005/PyTorch-mask-x-rcnn
PyTorch implementation of the Mask-X-RCNN network proposed in the 'Learning to Segment Everything' paper by Facebook AI Research
BrianDo2005/depthfirstlearning.com
BrianDo2005/duckgoose
Utils for fast.ai course
BrianDo2005/quiver
Interactive convnet features visualization for Keras
BrianDo2005/QuaterNet
Proposes neural networks that can generate animation of virtual characters for different actions.
BrianDo2005/casme
BrianDo2005/nbconvert
Jupyter Notebook Conversion
BrianDo2005/ThinkStats2
Text and supporting code for Think Stats, 2nd Edition
BrianDo2005/pneumonia
BrianDo2005/jupyter-notebook-slides
BrianDo2005/BayesMadeSimple
Code for a tutorial on Bayesian Statistics by Allen Downey.
BrianDo2005/programming-concepts-for-data-science
Basics of programming: algorithms, data structures, object oriented programming
BrianDo2005/queryparser
Parsing and analysis of Vertica, Hive, and Presto SQL.
BrianDo2005/horovod
Distributed training framework for TensorFlow, Keras, and PyTorch.
BrianDo2005/pytorch-segmentation-detection
Image Segmentation and Object Detection in Pytorch