Physics-Informed Neural networks for Advanced modeling
Physics-Informed Neural networks for Advanced modeling - Published in JOSS (2023)
matsciml
Open MatSci ML Toolkit is a framework for prototyping and scaling out deep learning models for materials discovery supporting widely used materials science datasets, and built on top of PyTorch Lightning, the Deep Graph Library, and PyTorch Geometric.
torchfl
A Python library for rapid prototyping, experimenting, and logging of federated learning using state-of-the-art models and datasets. Built using PyTorch and PyTorch Lightning.
finetuning-scheduler
A PyTorch Lightning extension that accelerates and enhances foundation model experimentation with flexible fine-tuning schedules.
https://github.com/sktime/pytorch-forecasting
Time series forecasting with PyTorch
rl4co
A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)
sslh
Deep Semi-Supervised Learning with Holistic methods for audio classification.
dgmr
Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954
lightning-uq-box
Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning
perceiver-io
A PyTorch implementation of Perceiver, Perceiver IO and Perceiver AR with PyTorch Lightning scripts for distributed training
detoxify
Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers. For access to our API, please email us at contact@unitary.ai.
emonet
CNN-LSTM model for audio emotion detection in children with adverse childhood events.
satellighte
📡 PyTorch Lightning Implementations of Recent Satellite Image Classification !
light-side
⚡️PyTorch Lightning Implementations of Recent Low-Light Image Enhancement !
ima-vae
This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).
yuzumarker.fontdetection
✨ 首个CJK(中日韩)字体识别以及样式提取模型 YuzuMarker的字体识别模型与实现 / First-ever CJK (Chinese Japanese Korean) Font Recognition and Style Extractor, side project of YuzuMarker
https://github.com/ari-dasci/s-tsfe-dl
Time Series Feature Extraction using Deep Learning
https://github.com/chris-santiago/met
Reproducing the MET framework with PyTorch
https://github.com/awslabs/renate
Library for automatic retraining and continual learning
flair-2
Engage in a semantic segmentation challenge for land cover description using multimodal remote sensing earth observation data, delving into real-world scenarios with a dataset comprising 70,000+ aerial imagery patches and 50,000 Sentinel-2 satellite acquisitions.
https://github.com/compvis/net2net
Network-to-Network Translation with Conditional Invertible Neural Networks
https://github.com/chris-santiago/vime
Reproducing the VIME framework for self- and semi-supervised learning to tabular domain.
https://github.com/chris-santiago/autoencoders
Experimenting with various autoencoder architectures.
https://github.com/cosmoquester/torch-lightning-template
This repository is template for my pytorch lightning project.
https://github.com/chris-santiago/scarf
Reproducing the SCARF framework with PyTorch
rapidx
A toolbox that integrates with PyTorch-Lightning which helps in running and managing multiple codebases
n-mcmc
Autoregressive Neural Networks for accelerating Monte Carlo simulations with quantum data
2021-dialogue-summary-competition
[2021 훈민정음 한국어 음성•자연어 인공지능 경진대회] 대화요약 부문 알라꿍달라꿍 팀의 대화요약 학습 및 추론 코드를 공유하기 위한 레포입니다.
2D-VQ-AE-2
2D Vector-Quantized Auto-Encoder for compression of Whole-Slide Images in Histopathology
https://github.com/ccomkhj/lightening_classifier
PyTorch Lightning wrapper to make training classifiers easier.
Lighter
Lighter: Configuration-Driven Deep Learning - Published in JOSS (2025)
3d-viz-score-cam
Visualizing 3D ResNet for Medical Image Classification With Score-CAM
crow-tools
Explore and decode the rich and mysterious world of crow communication using cutting-edge machine learning and audio analysis.
https://github.com/cbica/brainmage
Brain extraction in presence of abnormalities, using single and multiple MRI modalities
https://github.com/aehrc/cvt2distilgpt2
Improving Chest X-Ray Report Generation by Leveraging Warm-Starting
sgumlp
Pytorch implementation of the SGU-MLP Architecture (mostly) as described in the paper "Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping".
ts3l
A PyTorch Lightning-based library for self- and semi-supervised learning on tabular data.
hate-speech-detection
Developed a hate speech detection model using PyTorch. Applied natural language processing techniques and deep learning algorithms to identify and classify offensive language. Achieved high accuracy in detecting hate speech, contributing to the development of more inclusive online communities.
vesuvius-challenge
Unveiling the secrets of an ancient library buried by Mount Vesuvius, this Kaggle competition, supported by the Vesuvius Challenge organization, tasked participants with detecting ink from 3D X-ray scans of charred scrolls preserved in a Roman villa in Herculaneum.
https://github.com/cyberagentailab/webcolor
Official implementation of Generative Colorization of Structured Mobile Web Pages, WACV 2023.
quantum-transfer-learning-metastases
Quantum Transfer Learning for Lymph Node Metastases Detection