Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "scientific-computing" keyword

nbreproduce 0.4.1
Reproduce Jupyter Notebooks inside Docker Containers.
5 versions - Latest release: over 3 years ago - 1 dependent repositories - 40 downloads last month - 10 stars on GitHub - 2 maintainers
Top 3.6% on pypi.org
pymatsolver 0.2.0
pymatsolver: Matrix Solvers for Python
7 versions - Latest release: over 2 years ago - 6 dependent packages - 28 dependent repositories - 1.46 thousand downloads last month - 30 stars on GitHub - 8 maintainers
cdl 0.15.1
DataLab (CDL) is a data processing and analysis software for scientific and industrial applications
13 versions - Latest release: 2 days ago - 1 dependent repositories - 273 downloads last month - 20 stars on GitHub - 2 maintainers
geoschem-gcpy 1.4.2
Python toolkit for GEOS-Chem. Contains basic plotting scripts, plus the suite of GEOS-Chem bench...
12 versions - Latest release: 3 months ago - 1 dependent repositories - 124 downloads last month - 47 stars on GitHub - 4 maintainers
seamless-framework 0.1.5
a cell-based reactive programming framework
6 versions - Latest release: over 6 years ago - 1 dependent repositories - 51 downloads last month - 20 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
openquake.engine 3.19.0
Computes earthquake hazard and risk.
50 versions - Latest release: 2 months ago - 5 dependent packages - 5 dependent repositories - 2.97 thousand downloads last month - 343 stars on GitHub - 1 maintainer
Top 4.3% on pypi.org
arrayfire 3.8.0
Python bindings for ArrayFire
24 versions - Latest release: about 2 years ago - 3 dependent packages - 13 dependent repositories - 1.64 thousand downloads last month - 4,394 stars on GitHub - 3 maintainers
arrayfire-binary-python-wrapper 0.7.0
ArrayFire Python Wrapper
1 version - Latest release: 17 days ago - 193 downloads last month - 4,394 stars on GitHub - 4 maintainers
evolvepy 2.0.0
EvolvePy is a Python module created to allow the easy creation and execution of evolutionary algo...
2 versions - Latest release: 10 months ago - 1 dependent repositories - 23 downloads last month - 0 stars on GitHub - 2 maintainers
xad 1.5.2
High-Performance Automatic Differentiation for Python
2 versions - Latest release: about 1 month ago - 1.21 thousand downloads last month - 2 maintainers
bioio-imageio 1.0.0
A BioIO reader plugin for reading simple image formats using imageio.
2 versions - Latest release: 5 months ago - 34 downloads last month - 0 stars on GitHub - 2 maintainers
Top 3.1% on pypi.org
poliastro 0.17.0 💰
Utilities and Python wrappers for Orbital Mechanics
42 versions - Latest release: almost 2 years ago - 3 dependent packages - 29 dependent repositories - 8.02 thousand downloads last month - 845 stars on GitHub - 3 maintainers
felupe 8.5.0
Finite Element Analysis
71 versions - Latest release: 8 days ago - 2 dependent packages - 1 dependent repositories - 963 downloads last month - 46 stars on GitHub - 2 maintainers
mira-simpeg 0.19.0.8rc1
Mira Geoscience fork of SimPEG: Simulation and Parameter Estimation in Geophysics
14 versions - Latest release: 2 days ago - 1 dependent package - 1.02 thousand downloads last month - 471 stars on GitHub - 2 maintainers
simpeg-archive 0.11.0.dev6
Mira fork of SimPEG: Simulation and Parameter Estimation in Geophysics
2 versions - Latest release: 9 months ago - 1 dependent package - 429 downloads last month - 471 stars on GitHub - 3 maintainers
Top 7.5% on pypi.org
simpeg 0.21.1
SimPEG: Simulation and Parameter Estimation in Geophysics
70 versions - Latest release: 25 days ago - 1 dependent package - 3 dependent repositories - 1.91 thousand downloads last month - 471 stars on GitHub - 8 maintainers
spatial_image_multiscale 0.4.2
spatial-image-multiscale
6 versions - Latest release: almost 2 years ago - 1 dependent repositories - 50 downloads last month - 27 stars on GitHub - 4 maintainers
openpnm-test 3.0.0
A framework for conducting pore network modeling simulations of multiphase transport in porous ma...
4 versions - Latest release: almost 4 years ago - 1 dependent repositories - 57 downloads last month - 427 stars on GitHub - 1 maintainer
Top 4.7% on pypi.org
openpnm 3.4.1
A framework for conducting pore network modeling simulations of multiphase transport in porous ma...
42 versions - Latest release: 3 months ago - 1 dependent package - 10 dependent repositories - 1.56 thousand downloads last month - 427 stars on GitHub - 2 maintainers
bioio-tiff-glob 1.0.0
A BioIo reader for reading Tiff Glob images
2 versions - Latest release: 5 months ago - 39 downloads last month - 0 stars on GitHub - 2 maintainers
Top 7.3% on pypi.org
mlpack3 3.4.2 💰
a flexible, fast machine learning library
14 versions - Latest release: over 3 years ago - 3 dependent repositories - 283 downloads last month - 4,814 stars on GitHub - 2 maintainers
Top 3.4% on pypi.org
mlpack 4.3.0 💰
a flexible, fast machine learning library
18 versions - Latest release: 5 months ago - 1 dependent package - 7 dependent repositories - 5.43 thousand downloads last month - 4,814 stars on GitHub - 2 maintainers
Top 1.7% on pypi.org
ruptures 1.1.9
Change point detection for signals in Python.
33 versions - Latest release: 5 months ago - 14 dependent packages - 85 dependent repositories - 295 thousand downloads last month - 1,404 stars on GitHub - 2 maintainers
bioio-nd2 1.0.0
A BioIO reader plugin for reading ND2 images.
2 versions - Latest release: 5 months ago - 360 downloads last month - 0 stars on GitHub - 2 maintainers
rareeventestimation 0.3.0
Estimate rare events with consensus based sampling and other methods.
6 versions - Latest release: 5 months ago - 38 downloads last month - 0 stars on GitHub - 2 maintainers
mfem 0.0.3
MFEM + PyMFEM (finite element method library)
34 versions - Latest release: over 3 years ago - 2 dependent repositories - 682 downloads last month - 182 stars on GitHub - 1 maintainer
lorax 0.94.86
lorax -- speaks for the (phylogenetic) trees.
76 versions - Latest release: over 5 years ago - 1 dependent repositories - 395 downloads last month - 1 stars on GitHub - 4 maintainers
agent-torch 0.2.4
large population models
6 versions - Latest release: 2 months ago - 127 downloads last month - 24 stars on GitHub - 2 maintainers
Top 4.4% on pypi.org
freud-analysis 3.0.0
Powerful, efficient trajectory analysis in scientific Python.
31 versions - Latest release: 2 months ago - 4 dependent packages - 13 dependent repositories - 3.84 thousand downloads last month - 258 stars on GitHub - 6 maintainers
lrl 1.0.0
lrl: Learn Reinforcement Learning
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 14 downloads last month - 1 stars on GitHub - 2 maintainers
Top 1.2% on pypi.org
pyopencl 2023.1.4
Python wrapper for OpenCL
95 versions - Latest release: 7 months ago - 47 dependent packages - 326 dependent repositories - 52.6 thousand downloads last month - 1,029 stars on GitHub - 1 maintainer
bioio-tifffile 1.0.0
A BioIO reader plugin for reading TIFFs using Tifffile
2 versions - Latest release: 5 months ago - 586 downloads last month - 0 stars on GitHub - 2 maintainers
muygps 0.3.0
Scalable Approximate Gaussian Process using Local Kriging
1 version - Latest release: almost 3 years ago - 1 dependent repositories - 17 downloads last month - 21 stars on GitHub - 2 maintainers
muygpys 0.8.2
Scalable Approximate Gaussian Process using Local Kriging
16 versions - Latest release: 6 months ago - 1 dependent repositories - 171 downloads last month - 21 stars on GitHub - 1 maintainer
monaco 0.12.1
Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo...
26 versions - Latest release: about 2 months ago - 1 dependent repositories - 311 downloads last month - 81 stars on GitHub - 2 maintainers
Top 0.1% on pypi.org
scipy 1.13.0 💰
Fundamental algorithms for scientific computing in Python
99 versions - Latest release: about 1 month ago - 10,709 dependent packages - 229,003 dependent repositories - 106 million downloads last month - 12,047 stars on GitHub - 6 maintainers
bioio-base 1.0.0
Typing, base classes, and more for BioIO projects.
6 versions - Latest release: 5 months ago - 13 dependent packages - 1 dependent repositories - 6.31 thousand downloads last month - 0 stars on GitHub - 2 maintainers
yt-astro-analysis 1.1.3
yt astrophysical analysis modules extension
5 versions - Latest release: 7 months ago - 1 dependent repositories - 430 downloads last month - 20 stars on GitHub - 3 maintainers
ogrepy 0.1.0
An Object-Oriented General Relativity Package for Python
1 version - Latest release: over 1 year ago - 13 downloads last month - 2 maintainers
astrophot 0.16.4
A fast, flexible, automated, and differentiable astronomical image 2D forward modelling tool for ...
23 versions - Latest release: 7 days ago - 317 downloads last month - 71 stars on GitHub - 2 maintainers
Top 8.7% on pypi.org
meshmode 2015.1
High-order polynomial discretizations of and on meshes
4 versions - Latest release: 8 months ago - 11 dependent repositories - 774 downloads last month - 25 stars on GitHub - 1 maintainer
Top 1.0% on pypi.org
casadi 3.6.5
CasADi -- framework for algorithmic differentiation and numeric optimization
41 versions - Latest release: 2 months ago - 42 dependent packages - 384 dependent repositories - 182 thousand downloads last month - 1,553 stars on GitHub - 1 maintainer
tensortrax 0.19.0
Math on (Hyper-Dual) Tensors with Trailing Axes
60 versions - Latest release: 2 days ago - 1 dependent package - 1 dependent repositories - 1.75 thousand downloads last month - 6 stars on GitHub - 1 maintainer
deker-server-adapters 1.0.5
Plugin with server adapters for Deker
6 versions - Latest release: 19 days ago - 1 dependent package - 139 downloads last month - 2 stars on GitHub - 2 maintainers
pymovements 0.18.0
A python package for processing eye movement data
34 versions - Latest release: about 1 month ago - 1 dependent repositories - 327 downloads last month - 49 stars on GitHub - 1 maintainer
pyamgcl 0.8.1
Solution of large sparse linear systems with Algebraic Multigrid Method
13 versions - Latest release: over 7 years ago - 2 dependent repositories - 38 downloads last month - 700 stars on GitHub - 1 maintainer
banduppy 0.2.0
BandUPpy: Python interfaceof the BandUP code
5 versions - Latest release: about 2 years ago - 53 downloads last month - 92 stars on GitHub - 2 maintainers
Top 2.0% on pypi.org
kneed 0.8.5
Knee-point detection in Python
27 versions - Latest release: 10 months ago - 47 dependent packages - 537 dependent repositories - 237 thousand downloads last month - 662 stars on GitHub - 1 maintainer
astrool 0.1.dev0 💰
Python package for Astronomers in a Hurry
1 version - Latest release: almost 6 years ago - 15 downloads last month - 2 stars on GitHub - 1 maintainer
hyperelastic 0.10.1
Constitutive hyperelastic material formulations for FElupe
13 versions - Latest release: 4 months ago - 115 downloads last month - 5 stars on GitHub - 2 maintainers
pdebench 0.1.0
PDEBench: An Extensive Benchmark for Scientific Machine Learning
1 version - Latest release: 8 months ago - 45 downloads last month - 546 stars on GitHub - 2 maintainers
scikit-primate 0.3.3
Implicit matrix function and trace estimator
1 version - Latest release: 4 months ago - 113 downloads last month - 5 stars on GitHub - 2 maintainers
Top 1.4% on pypi.org
pycuda 2022.2.2
Python wrapper for Nvidia CUDA
53 versions - Latest release: over 1 year ago - 48 dependent packages - 544 dependent repositories - 43.8 thousand downloads last month - 1,680 stars on GitHub - 1 maintainer
yotse 1.0.0
Your Optimization Tool for Scientific Experiments
2 versions - Latest release: 3 months ago - 19 downloads last month - 2 stars on GitHub - 2 maintainers
bioio 1.0.1
Image reading, metadata management, and image writing for Microscopy images in Python
4 versions - Latest release: about 1 month ago - 285 downloads last month - 16 stars on GitHub - 3 maintainers
Top 2.5% on pypi.org
itkwidgets 0.32.6
Interactive Jupyter widgets to visualize images, point sets, and meshes in 2D and 3D
121 versions - Latest release: about 1 year ago - 9 dependent packages - 82 dependent repositories - 12.2 thousand downloads last month - 571 stars on GitHub - 3 maintainers
bioio-czi 1.0.0
A Bioio reader plugin for reading czi images.
2 versions - Latest release: 5 months ago - 592 downloads last month - 0 stars on GitHub - 2 maintainers
napari-itk-io 0.3.0
File IO with itk for napari
4 versions - Latest release: 12 months ago - 2 dependent packages - 2 dependent repositories - 143 downloads last month - 7 stars on GitHub - 2 maintainers
itk_napari_conversion 0.3.1
Convert between itk and napari data structures.
4 versions - Latest release: about 3 years ago - 3 dependent repositories - 168 downloads last month - 3 stars on GitHub - 4 maintainers
probdiffeq 0.3.3
Probabilistic numerical solvers for differential equations
12 versions - Latest release: 4 months ago - 1 dependent repositories - 186 downloads last month - 26 stars on GitHub - 2 maintainers
autophot 1.0.0
Sorry this has moved to: AstroPhot. Please run: pip install astrophot
7 versions - Latest release: 7 months ago - 47 downloads last month - 71 stars on GitHub - 2 maintainers
fdgpu 5.1.0
A Python package for finite difference derivatives in any number of dimensions.
5 versions - Latest release: almost 3 years ago - 1 dependent repositories - 43 downloads last month - 2 maintainers
escpy 0.2.3
A package that implements Born stability conditions
2 versions - Latest release: over 5 years ago - 1 dependent repositories - 8 downloads last month - 8 stars on GitHub - 2 maintainers
qc-quad 0.1.1 💰
Quantum-chemistry quadrature package
2 versions - Latest release: over 1 year ago - 23 downloads last month - 12,404 stars on GitHub - 1 maintainer
stereoalign 0.0.3 💰
A toolkit package of data integration
3 versions - Latest release: 9 months ago - 14 downloads last month - 12,404 stars on GitHub - 1 maintainer
scipy-mpmkp 1.4.1 💰
SciPy: Scientific Library for Python
1 version - Latest release: about 4 years ago - 1 dependent repositories - 56 downloads last month - 11,990 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
intel-scipy 1.7.4 💰
SciPy: Scientific Library for Python
5 versions - Latest release: 5 months ago - 15 dependent repositories - 253 downloads last month - 11,990 stars on GitHub - 2 maintainers
Top 1.9% on pypi.org
itk-segmentation 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
49 versions - Latest release: over 1 year ago - 2 dependent packages - 51 dependent repositories - 44.7 thousand downloads last month - 1,336 stars on GitHub - 5 maintainers
itk-gpuimagefilterbase 0.2.0 💰
Base classes for ITK image filters accelerated with OpenCL.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 37 downloads last month - 1,336 stars on GitHub - 2 maintainers
Top 1.1% on pypi.org
itk 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
50 versions - Latest release: over 1 year ago - 70 dependent packages - 220 dependent repositories - 46.4 thousand downloads last month - 1,336 stars on GitHub - 5 maintainers
itk-gpufinitedifference 0.2.0 💰
Base classes for ITK finite difference filters accelerated with OpenCL.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 34 downloads last month - 1,336 stars on GitHub - 2 maintainers
itk-gpusmoothing 0.2.0 💰
Common smoothing filters accelerated with OpenCL.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 31 downloads last month - 1,336 stars on GitHub - 2 maintainers
Top 1.9% on pypi.org
itk-registration 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
43 versions - Latest release: over 1 year ago - 3 dependent packages - 51 dependent repositories - 44.6 thousand downloads last month - 1,336 stars on GitHub - 8 maintainers
Top 1.5% on pypi.org
itk-io 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
49 versions - Latest release: over 1 year ago - 13 dependent packages - 58 dependent repositories - 47.9 thousand downloads last month - 1,336 stars on GitHub - 4 maintainers
itk-gpucommon 0.2.0 💰
Core classes for ITK filters accelerated with OpenCL.
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 64 downloads last month - 1,336 stars on GitHub - 2 maintainers
Top 1.6% on pypi.org
itk-numerics 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
32 versions - Latest release: over 1 year ago - 4 dependent packages - 71 dependent repositories - 49.9 thousand downloads last month - 1,336 stars on GitHub - 5 maintainers
Top 1.4% on pypi.org
itk-core 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
41 versions - Latest release: over 1 year ago - 8 dependent packages - 78 dependent repositories - 53.9 thousand downloads last month - 1,336 stars on GitHub - 5 maintainers
Top 1.5% on pypi.org
itk-filtering 5.3.0 💰
ITK is an open-source toolkit for multidimensional image analysis
38 versions - Latest release: over 1 year ago - 9 dependent packages - 73 dependent repositories - 48.7 thousand downloads last month - 1,336 stars on GitHub - 5 maintainers
bioio-dv 1.0.0
A BioIO reader plugin for reading Digital Video (DV) files.
2 versions - Latest release: 5 months ago - 31 downloads last month - 0 stars on GitHub - 2 maintainers
spinmob 3.5.19
Data handling, plotting, analysis, and GUI building for scientific labs
102 versions - Latest release: 8 months ago - 1 dependent package - 1 dependent repositories - 491 downloads last month - 36 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
sciris 3.1.6
Fast, flexible tools to simplify scientific Python
64 versions - Latest release: about 1 month ago - 5 dependent packages - 18 dependent repositories - 2.32 thousand downloads last month - 29 stars on GitHub - 6 maintainers
gwf 1.7.2 💰
A flexible, pragmatic workflow tool.
13 versions - Latest release: about 4 years ago - 1 dependent repositories - 152 downloads last month - 31 stars on GitHub - 1 maintainer
bioio-lif 1.0.0
A BioIO reader plugin for reading LIF (Leica Image File) images.
2 versions - Latest release: 5 months ago - 587 downloads last month - 0 stars on GitHub - 2 maintainers
bioio-bioformats 1.0.0
A BioIO reader for reading bioformats formatted images.
2 versions - Latest release: 5 months ago - 4.34 thousand downloads last month - 0 stars on GitHub - 2 maintainers
harold 1.0.3
An open-source systems and controls toolbox for Python3.
4 versions - Latest release: over 1 year ago - 5 dependent repositories - 73 downloads last month - 167 stars on GitHub - 2 maintainers
opt-einsum-torch 0.1.0
Memory-efficient optimum einsum using opt_einsum planning and PyTorch kernels.
1 version - Latest release: over 2 years ago - 2 dependent repositories - 40 downloads last month - 13 stars on GitHub - 2 maintainers
onebone 1.3.1
An Open Source Signal Processing Library for Sensor Signals about vibration, current, etc.
5 versions - Latest release: about 1 year ago - 1 dependent repositories - 78 downloads last month - 16 stars on GitHub - 4 maintainers
bioio-ome-tiled-tiff 1.0.0
A BioIO reader plugin for reading tiled ome.tiff images.
2 versions - Latest release: 5 months ago - 38 downloads last month - 0 stars on GitHub - 2 maintainers
pyrates 1.0.5
Dynamical Systems Modeling Framework
39 versions - Latest release: about 1 month ago - 2 dependent packages - 1 dependent repositories - 323 downloads last month - 69 stars on GitHub - 2 maintainers
numbaminpack 0.1.3
Python wrapper of Minpack (root finding) which can be called from within numba functions.
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 50 downloads last month - 30 stars on GitHub - 2 maintainers
rectipy 0.12.1
Recurrent neural network training in Python
23 versions - Latest release: 3 months ago - 137 downloads last month - 69 stars on GitHub - 2 maintainers
mppfc 1.1.2
multi-processing persistent function cache
5 versions - Latest release: 11 months ago - 35 downloads last month - 0 stars on GitHub - 2 maintainers
Top 1.3% on pypi.org
sk-video 1.1.10
Video Processing in Python
9 versions - Latest release: over 6 years ago - 13 dependent packages - 327 dependent repositories - 30 thousand downloads last month - 654 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
scikit-video 1.1.11
Video Processing in Python
6 versions - Latest release: over 5 years ago - 23 dependent packages - 343 dependent repositories - 156 thousand downloads last month - 654 stars on GitHub - 4 maintainers
rebop 0.6.1
A fast stochastic simulator for chemical reaction networks
2 versions - Latest release: 7 months ago - 94 downloads last month - 42 stars on GitHub - 2 maintainers
elliptic 1.0.1
A tool for building DSLs for scientific purposes.
2 versions - Latest release: about 6 years ago - 1 dependent repositories - 129 downloads last month - 14 stars on GitHub - 2 maintainers
Top 7.0% on pypi.org
qnm 0.4.3
Package for computing Kerr quasinormal mode frequencies, separation constants, and spherical-sphe...
17 versions - Latest release: over 4 years ago - 3 dependent packages - 5 dependent repositories - 931 downloads last month - 35 stars on GitHub - 2 maintainers
Top 9.9% on pypi.org
avogadro 1.98.1 💰
Avogadro provides analysis and data processing useful in computational chemistry, molecular model...
11 versions - Latest release: 6 months ago - 4 dependent repositories - 512 downloads last month - 372 stars on GitHub - 3 maintainers
curve2mesh 0.1.4
Python library to create 3D mesh from a 2D curve by revolving.
3 versions - Latest release: 5 months ago - 31 downloads last month - 0 stars on GitHub - 2 maintainers
numbin 0.5.0
an efficient binary serialization format for numerical data
6 versions - Latest release: 2 months ago - 1 dependent package - 1 dependent repositories - 208 downloads last month - 14 stars on GitHub - 2 maintainers
Related Keywords
python 182 hacktoberfest 30 machine-learning 29 science 27 finite-elements 23 fem 23 xarray 22 reproducible-research 20 optimization 20 dask 18 numpy 17 finite-element-analysis 16 open-science 16 data-science 16 microscopy 15 open-source 15 visualization 15 scientific-formats 15 image-metadata 15 itk 15 cpp 15 solid-mechanics 15 elasticity 14 finite-element-methods 14 pde-solver 14 data-analysis 14 meshes 14 gmsh 13 simulation 13 scientific-visualization 13 bioio 13 medical-imaging 13 mathematics 13 numerical-methods 12 image-analysis 12 insight-toolkit 12 physics 12 meshio 12 opencl 11 python3 11 partial-differential-equations 11 pytorch 11 numfocus 11 analysis 11 InsightToolkit 11 ITK 11 linear-algebra 10 multidimensional-arrays 10 imaging 10 deep-learning 9 docker 9 hpc 9 cuda 8 astronomy 8 artificial-intelligence 8 code-generation 8 reproducibility 8 automatic-differentiation 8 reproducible-science 8 scipy 8 computational-science 8 linux 8 numerical-analysis 8 performance 7 vagrant 7 ptrace 7 image 7 archiving 7 nyu 7 vida 7 provenance 7 reprounzip 7 reprozip 7 registration 7 segmentation 7 science-research 7 scientific 6 algorithms 6 closember 6 hyperelasticity 6 jupyter 6 c-plus-plus 6 deep learning 6 parallel-computing 6 dataframes 5 deker 5 arrays 5 neural-networks 5 multidimensional-data 5 storage-engine 5 array 5 tools 5 scientific computing 5 machine learning 5 constitution 5 differential-equations 5 finite-elements-analysis 5 nonlinear-optimization 5 tensor 5 data-visualization 5