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eong2012's Projects

3dunetcnn icon 3dunetcnn

Keras 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation

augmentor icon augmentor

Image augmentation library in Python for machine learning.

batchgenerators icon batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation

blog-resources icon blog-resources

This repo will contain the resources available in my blog for learning

brats17 icon brats17

Patch-based 3D U-Net for brain tumor segmentation

bulbea icon bulbea

:boar: :bear: Deep Learning based Python Library for Stock Market Prediction and Modelling

cancer_nn icon cancer_nn

ISIC 2017: Skin Lesion Analysis Towards Melanoma Detection (Lesion Classification)

cats-vs-dogs-cnn-using-keras- icon cats-vs-dogs-cnn-using-keras-

The training set consisted of 25,000 images out of which 5,000 images were taken out as validation data. Separate test data folder consisted of 12,500 images for which the labels were predicted using trained model. My work includes preprocessing for model, Data augmentation to prevent overfitting, callbacks in keras to reduce learning rate timely, various CNN architecture trials with different layers and hyperparameters for best fit and learning curve wrt epochs. I gained a validation accuracy of 87.15 % without using any pretrained imagenet models . VGG-16 gave around 89 % as validation accuracy.

cheatsheets-ai icon cheatsheets-ai

Essential Cheat Sheets for deep learning and machine learning researchers

convenience_py icon convenience_py

A collection of functions I have written for common tasks I perform in Python. Put together into one repository purely for convenience.

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