SciMLBenchmarks.jl

Equation solver benchmarks

Provides benchmarks for Scientific Machine Learning and equation solvers in multiple programming languages.

Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

GitHub

319 stars
17 watching
84 forks
Language: MATLAB
last commit: about 14 hours ago
Linked from 1 awesome list

aiai-for-sciencebenchmarkdaedifferential-equationsdifferentialequationsjaxjuliamatlabnerual-differential-equationsneural-odeodepartial-differential-equationspdepythonpytorchscientific-machine-learningscimlsde

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
sciml/diffeqr Provides an R interface to solve differential equations using DifferentialEquations.jl 143
vlang/vsl A comprehensive V library for high-performance scientific computations and artificial intelligence. 356
szilard/benchm-ml A benchmark for evaluating machine learning algorithms' performance on large datasets 1,869
google-research/deep_ope Provides pre-trained policy models and training data for offline reinforcement learning tasks 85
cstjean/scikitlearn.jl A Julia implementation of popular machine learning algorithms and interfaces. 546
lanl/scico A software package for solving inverse problems in scientific imaging applications. 107
ys-zong/vl-icl A benchmarking suite for multimodal in-context learning models 29
lanl-ansi/watermodels.jl A Julia package for solving optimization problems in water distribution networks 73
bachlab/pspm A software suite for model-based analysis of psychophysiological signals 45
scicloj/scicloj.ml.clj-djl Provides pre-trained machine learning models for natural language processing tasks using Clojure and the clj-djl framework. 0
deepwisdom/autodl Automated deep learning algorithm that performs feature engineering, model selection, and hyperparameter tuning without human intervention. 1,140
rodrigo-arenas/sklearn-genetic-opt Automated hyperparameter tuning and feature selection using evolutionary algorithms. 315
hiroyuki-kasai/gdlibrary A collection of unconstrained optimization algorithms implemented in MATLAB 67
ailab-cvc/seed-bench A benchmark for evaluating large language models' ability to process multimodal input 315
ml-tooling/ml-workspace An all-in-one web-based IDE for machine learning and data science 3,440