Projects | Open Source Science

Scientific Software

Updated 6 months ago

PyCM — Peer-reviewed • Rank 22.3 • Science 98%

PyCM: Multiclass confusion matrix library in Python - Published in JOSS (2018)

accuracy ai artificial-intelligence classification confusion-matrix data data-analysis data-mining data-science deep-learning deeplearning evaluation machine-learning mathematics matrix ml multiclass-classification neural-network statistical-analysis statistics

Scientific Software · Peer-reviewed

Scientific Software

Updated 6 months ago

OmniTrax — Peer-reviewed • Rank 3.7 • Science 93%

OmniTrax: A deep learning-driven multi-animal tracking and pose-estimation add-on for Blender - Published in JOSS (2024)

blender deeplabcut deeplearning object-detection tracking yolo

Earth and Environmental Sciences (40%)

Scientific Software · Peer-reviewed

Updated 6 months ago

awesome-conformal-prediction • Rank 9.2 • Science 77%

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

awesome awesome-list conformal-prediction datascience deeplearning machine-learning machinelearning probability probability-distribution probability-distributions python r uncertainty uncertainty-estimation uncertainty-quantification

Updated 6 months ago

acttensor-tf • Rank 7.4 • Science 67%

ActTensor: Activation Functions for TensorFlow. https://pypi.org/project/ActTensor-tf/ Authors: Pouya Ardehkhani, Pegah Ardehkhani

activation activation-code activation-function activation-functions activation-methods activations ai artificial-intelligence data-science deep-learning deep-neural-networks deeplearning neural-network-architectures neural-networks python python-library python-package python3 tensorflow tensorflow2

Updated 6 months ago

nl-causal-representations • Rank 6.1 • Science 67%

This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).

causal-discovery causal-discovery-methods causal-inference causality deep-learning deep-neural-networks deeplearning ica independent-component-analysis machine-learning structural-causal-model

Updated 6 months ago

gnn-pressure-estimation • Rank 3.6 • Science 67%

DiTEC research

deep-learning deep-neural-networks deeplearning epanet estimation-algorithm gnn gnns graph-neural-network graph-neural-networks machine-learning machine-learning-algorithms pressure-estimation water-distribution water-distribution-network water-distribution-networks water-simulation water-simulations wdn

Updated 6 months ago

optimate • Rank 12.8 • Science 54%

A collection of libraries to optimise AI model performances

ai analytics artificial-intelligence deeplearning large-language-models llm

Updated 5 months ago

https://github.com/dair-ai/ml-papers-of-the-week • Rank 11.6 • Science 49%

🔥Highlighting the top ML papers every week.

ai data-science deeplearning machine-learning nlp

Updated 6 months ago

x-anylabeling • Rank 16.5 • Science 44%

Effortless data labeling with AI support from Segment Anything and other awesome models.

annotation-tool classification clip deep-learning deeplearning depth-estimation grounding-dino image-segmentation labeling-tool llm matting object-detection onnx paddle pose-estimation pytorch resnet sam vlm yolo

Updated 5 months ago

https://github.com/brianmanderson/dicom_rt_and_images_to_mask • Rank 12.9 • Science 46%

Tools to help with the conversion of DICOM images, RT Structures, and dose to useful Python objects. Essentially DICOM to NumPy and SimpleITK Images

binary-masks deep-learning deeplearning dicom dicom-images dicomrt mask medical-image-processing medical-imaging nifti-images numpy python roi roi-segmentation rt-struct rt-structs rt-utils rtstruct

Updated 5 months ago

https://github.com/albumentations-team/albumentationsx • Rank 5.6 • Science 49%

Next-generation Albumentations: dual-licensed for open-source and commercial use

data-augmentation deep-learning deeplearning image-augmentation image-classification image-processing image-segmentations instance-segmentation maching-learning object-detection python

Updated 6 months ago

birdset • Rank 7.0 • Science 46%

A benchmark dataset collection for bird sound classification

avian benchmark bioacoustics deeplearning

Updated 6 months ago

gradsflow-automl • Rank 8.0 • Science 44%

An open-source AutoML Library based on PyTorch

artificial-intelligence autoai automl deeplearning machine-learning python pytorch

Updated 6 months ago

netron • Rank 20.7 • Science 26%

Visualizer for neural network, deep learning and machine learning models

ai coreml deep-learning deeplearning keras machine-learning machinelearning ml neural-network numpy onnx pytorch safetensors tensorflow tensorflow-lite visualizer

Updated 6 months ago

t81_558_deep_learning • Rank 12.5 • Science 26%

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

convolutional-neural-networks deeplearning gan keras machine-learning neural-network tensorflow

Updated 6 months ago

vrn • Rank 9.8 • Science 28%

:man: Code for "Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression"

3d computer-vision computervision deeplearning face reconstruction torch7

Updated 6 months ago

fastmonai • Rank 11.3 • Science 26%

Simplifying deep learning for medical imaging

deeplearning medicalimaging

Updated 5 months ago

https://github.com/muammar/ml4chem • Rank 9.7 • Science 26%

ML4Chem: Machine Learning for Chemistry and Materials

chemistry deeplearning kernel kernel-methods machine-learning materials-science physics

Updated 5 months ago

https://github.com/lewisnjue/nnetflow • Rank 6.8 • Science 26%

nnetflow framework

autograd deeplearning machinelearning nnetflow numpy-with-autograd

Updated 4 months ago

https://github.com/dcavar/python-tutorial-notebooks • Rank 5.7 • Science 26%

Python tutorials as Jupyter Notebooks for NLP, ML, AI

computational-linguistics deep-learning deeplearning flair framenet hidden-markov-model natural-language-processing natural-language-understanding neural-network nltk parsing part-of-speech-tagger propbank python spacy-nlp verbnet wordnet

Updated 6 months ago

servir-applied-deep-learning-book • Rank 4.6 • Science 26%

deeplearning geoai remotesensing

Updated 6 months ago

flair-2 • Rank 3.5 • Science 26%

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.

computer-vision cookiecutter-template deep-learning deeplearning image-processing lightning multiclass-segmentation multimodal multimodal-deep-learning pytorch pytorch-lightning sentinel-2 test-time-augmentation timm tta wandb

Updated 5 months ago

https://github.com/cosmiq/solaris • Rank 16.0 • Science 10%

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

computervision deeplearning geo geospatial gis machinelearning python

Updated 5 months ago

https://github.com/blinkdl/blinkdl • Rank 5.1 • Science 13%

A minimalist deep learning library in Javascript using WebGL + asm.js. Run convolutional neural network in your browser.

alphago deep-learning deep-neural-networks deeplearning neural-network neural-networks

Updated 5 months ago

https://github.com/bayer-group/eqgat • Rank 3.0 • Science 13%

Research repository for the proposed equivariant graph attention network that operates on large biomolecules proposed by Le et al. (2022)

deeplearning graphneuralnetwork neural-network protein-structure

Updated 5 months ago

https://github.com/cedrickchee/kaggle-facial-detection • Rank 1.1 • Science 13%

Facial keypoints detection challenge tutorial and solution for Singapore Kaggle ML Challenge meetup.

datascience deeplearning educational kaggle-competition kaggle-facialkeypoints project

Updated 5 months ago

https://github.com/alexeyev/keras-generating-sentences-from-a-continuous-space • Science 10%

Text Variational Autoencoder inspired by the paper 'Generating Sentences from a Continuous Space' Bowman et al. https://arxiv.org/abs/1511.06349

deep-learning deeplearning keras keras-implementations nlp text-generation vae variational-autoencoder

Updated 5 months ago

https://github.com/cedrickchee/rnnoise-nodejs • Science 13%

Node.js bindings to Xiph's RNNoise denoising C library

audio-library deeplearning keras-models nodejs-addon nodejs-library noise-suppression rnn rnnoise rust-bindings

Updated 6 months ago

DAK • Science 10%

Explaining the genetic causality for complex diseases by deep association kernel learning

association deeplearning gwas kernelregression

Updated 6 months ago

NeMo • Science 44%

A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

asr deeplearning generative-ai large-language-models machine-translation multimodal neural-networks speaker-diariazation speaker-recognition speech-synthesis speech-translation tts

Mathematics (40%)

Updated 6 months ago

mt-nir • Science 26%

This repository contains code for predicting near-infrared (NIR) and UV-Vis properties of photoswitches using multitask learning using MPNN architecture.

deeplearning photochemistry photoswitches

Updated 5 months ago

https://github.com/cedrickchee/awd-lstm-lm • Science 10%

LSTM and QRNN Language Model Toolkit for PyTorch (adapted to fast.ai version)

awd-lstm deeplearning language-modeling lstm nlp pytorch-model qrnn rnn wikitext

Updated 6 months ago

deepvars • Science 44%

Vector Autoregression augmented with deep learning.

deeplearning r tensorflow vectorautoregression

Updated 6 months ago

tranformers-expalined • Science 44%

tranformers-code-explained--line-by-line

deeplearning llm nlp nlu transformer

Updated 5 months ago

https://github.com/cedrickchee/dawnbench-analysis • Science 13%

DAWNBench analysis of CIFAR-10 time-to-accuracy.

benchmark benchmark-scripts cifar10 dawnbench deeplearning machinelearning

Updated 6 months ago

imu2text • Science 31%

IMU2Text: A hybrid CNN+GNN pipeline for handwriting recognition and trajectory prediction using IMU data with state-of-the-art accuracy (99.74%).

cnn cnn-classification deeplearning gnn graph-neural-networks handwriting-recognition imu imu-data meachine-learning multi-task-learning sensor-simulation

Updated 6 months ago

nemo • Science 13%

A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

asr deeplearning generative-ai large-langage-models machine-translation multimodal neural-networks speaker-diariazation speaker-recognition speech-synthesis speech-translation tts