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FOREFRONT BIOINFORMATICS & STATISTICS RESEARCH GROUP's Projects

efficientnet icon efficientnet

Implementation of EfficientNet model. Keras and TensorFlow Keras.

eli5 icon eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

fastai icon fastai

The fastai deep learning library

fiddle icon fiddle

Flexible Integration of Data with Deep LEarning

gan-mri icon gan-mri

Code repository for Frontiers article 'Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT'

gatk4-exome-analysis-pipeline icon gatk4-exome-analysis-pipeline

This WDL pipeline implements data pre-processing and initial variant calling according to the GATK Best Practices for germline SNP and Indel discovery in human exome sequencing data.

gen-efficientnet-pytorch icon gen-efficientnet-pytorch

Pretrained EfficientNet, EfficientNet-Lite, MixNet, MobileNetV3 / V2, MNASNet A1 and B1, FBNet, Single-Path NAS

genoml2 icon genoml2

GenoML (genoml2) is an open source Python package. It is an automated machine learning (autoML) platform for genomics data

gmu-mmimdb icon gmu-mmimdb

Source code for training Gated Multimodal Units on MM-IMDb dataset

gsgd-cnn icon gsgd-cnn

Paper: A Strategic Weight Refinement Maneuver for Convolutional Neural Networks

hilbert-cnn icon hilbert-cnn

An image representation based convolutional network for DNA classification

hilbertcurve icon hilbertcurve

maps between 1-D space filling hilbert curve and N-D coordinates

hyperopt-keras-cnn-cifar-100 icon hyperopt-keras-cnn-cifar-100

Auto-optimizing a neural net (and its architecture) on the CIFAR-100 dataset. Could be easily transferred to another dataset or another classification task. Monitoring with TensorBoard. Other visualizations available.

imagene icon imagene

Estimation of population genetic parameters using deep learning

imgaug icon imgaug

Image augmentation for machine learning experiments.

imhape icon imhape

Image-based haplotype-guided evolutionary inference (ImHapE)

interpret icon interpret

Fit interpretable models. Explain blackbox machine learning.

ismb2017_lstm icon ismb2017_lstm

Chromatin Accessibility Prediction via Convolutional Long Short-Term Memory Networks with k-mer Embedding

keract icon keract

Layers Outputs and Gradients in Keras. Made easy.

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