PDEBench
squirrel-core
| PDEBench | squirrel-core | |
|---|---|---|
| 2 | 1 | |
| 623 | 279 | |
| 3.7% | 0.7% | |
| 6.5 | 5.6 | |
| about 1 month ago | 7 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
PDEBench
-
[P] LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
LagrangeBench is a machine learning benchmarking library for CFD particle problems based on JAX. It is designed to evaluate and develop learned particle models (e.g. graph neural networks) on challenging physical problems. To our knowledge it's the first benchmark for this specific set of problems. Our work was inspired by the grid-based benchmarks of PDEBench and PDEArena, and we propose it as a Lagrangian alternative.
-
[D] what are the SOTA neural PDE solvers besides FNO?
try https://github.com/pdebench/pdebench
squirrel-core
-
[P] Squirrel: A new OS library for fast & flexible large-scale data loading
Today we open-sourced Squirrel, a data infrastructure library that my colleagues and I have been working on over the past 1.5 years: https://github.com/merantix-momentum/squirrel-core
What are some alternatives?
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
squirrel-datasets-core - Squirrel dataset hub
ivy - The Unified Machine Learning Framework [Moved to: https://github.com/unifyai/ivy]
talking-head-anime-3-demo - Demo Programs for the "Talking Head(?) Anime from a Single Image 3: Now the Body Too" Project
pdearena
ML-YouTube-Courses - 📺 Discover the latest machine learning / AI courses on YouTube.
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
deeplake - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
d2l-en - Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
speaking_with_plato - Exploring Plato's philosophy with AI - A Data Spiral blog article
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
datasets - 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools