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deep-ensemble

Here are 15 public repositories matching this topic...

anita76 / AM207-Project

A pedagogical study and analysis of the results from "Deep Ensembles: A Loss Landscape Perspective".

bayesian-inference uncertainty-quantification deep-ensemble

Updated Dec 19, 2020
Jupyter Notebook

akashmondal1810 / UncertaintyEstimation

Uncertainty Estimation Using Deep Neural Network and Gradient Boosting Methods

xgboost bayesian-inference uncertainty-estimation probabilistic-models bayesian-deep-learning monte-carlo-dropout predictive-uncertainty deep-ensemble

Updated Jun 1, 2021
Python

Chandureddy8 / Ensemble-MRI-Parkinson-s-Detection-

early detection method for parkinson's disease using deep ensemble learning on MRI dataset

ensemble-learning vgg16 parkinsons-disease resnet-50 deep-ensemble

Updated Jun 22, 2021
Jupyter Notebook

Dounia18 / EGB

Full-Reference Image Quality Assessment models based on ensemble of gradient boosting

computer-vision deep-learning image-processing vgg16 gradient-boosting iqa image-quality-assessment perceptual-quality deep-ensemble tensorflow-keras-model cvpr-workshop-2021 egb-models

Updated Oct 20, 2021
Python

bond005 / yandex-shifts-weather

The best solution of the Weather Prediction track in the Yandex Shifts challenge

deep-learning regression uncertainty uncertainty-estimation shifts multitask-learning self-normalizing-neural-networks deep-ensemble yandex-shifts-challenge hierarchical-multitask-learning

Updated Dec 9, 2021
Jupyter Notebook

acen20 / deep-ensemble-jet

Ransomware analysis using DEL with jet-like architecture comprising two CNN wings, a sparse AE tail, a non-linear PCA to produce a diverse feature space, and an MLP nose

feature-extraction malware-analysis meta-learning deep-meta-learning deep-ensemble

Updated Jan 28, 2022
Jupyter Notebook

Frightera / Sample-Machine-Learning-Projects

Some example projects that was made using Tensorflow (mostly). This repository contains the projects that I've experimented-tried when I was new in Deep Learning.

natural-language-processing neural-network word2vec generative-adversarial-network autoencoder ensemble-learning transfer-learning nlp-machine-learning bert ensemble-classifier cifar-10 random-forest-classifier wordtovec probabilistic-neural-network resnet50 tensorflow-hub neural-network-from-scratch covid-19 deep-ensemble

Updated May 3, 2022
Jupyter Notebook

FreeformRobotics / Divide-and-Co-training

[TIP 2022] Towards Better Accuracy-efficiency Trade-offs: Divide and Co-training. Plus, an image classification toolbox includes ResNet, Wide-ResNet, ResNeXt, ResNeSt, ResNeXSt, SENet, Shake-Shake, DenseNet, PyramidNet, and EfficientNet.

imagenet image-classification cifar efficientnet deep-ensemble splitnet

Updated Aug 14, 2022
Python

Ensemble-Deep-Learning-to-Classify-Scoliosis-and-Healthy-Subjects

wiguider / Ensemble-Deep-Learning-to-Classify-Scoliosis-and-Healthy-Subjects

An Ensemble Deep Learning Model to Classify Scoliosis and Healthy Subjects Based on Non-invasive Rasterstereography Analysis

deep-neural-networks keras healthcare ensemble-learning deep-ensemble

Updated Jan 9, 2023
Python

lab-conrad / resVAE-ensemble

resVAE-ensemble: feature identification in single-cell data

scrna-seq single-cell-analysis scatac-seq deep-ensemble

Updated Feb 15, 2023
Jupyter Notebook

SamsungLabs / gps-augment

Simple but high-performing method for learning a policy of test-time augmentation

deep-learning pytorch uncertainty ensembles data-augmentation robustness test-time-augmentation out-of-domain deep-ensemble domain-shift imagenet-c uai2020

Updated Mar 10, 2023
Jupyter Notebook

AI4PFAS / AI4PFAS

Dataset and code for "Uncertainty-Informed Deep Transfer Learning of PFAS Toxicity"

machine-learning cheminformatics pytorch artificial-intelligence uncertainty-neural-networks rdkit gpflow gnn tensorflow2 mordred selectivenet deep-ensemble pfas-toxicity ld50

Updated Apr 24, 2023
Jupyter Notebook

machinelearningnuremberg / DeepRankingEnsembles

[ICLR 2023] Deep Ranking Ensembles for Hyperparameter Optimization

deep-learning hyperparameter-optimization transfer-learning bayesian-optimization meta-learning ranking-loss deep-ensemble transfer-hpo

Updated Mar 26, 2024
Python

yunshengtian / BE-CBO

[ICML 2024] Boundary Exploration for Bayesian Optimization With Unknown Physical Constraints

constrained-optimization black-box-optimization bayesian-optimization deep-ensemble

Updated May 18, 2024
Python

antonbaumann / MIMO-Unet

PyTorch implementation of Probabilistic MIMO U-Net

uncertainty-neural-networks uncertainty-quantification uncertainty-estimation uncertainty-analysis u-net deep-ensemble

Updated Aug 15, 2024
Python

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