synthia
Data generator
Software for generating synthetic multivariate data with statistical properties preserved
📈 🐍 Multidimensional synthetic data generation with Copula and fPCA models in Python
57 stars
3 watching
9 forks
Language: Python
last commit: about 1 year ago
Linked from 1 awesome list
augmentationclimatecopuladata-augmentationdata-generationdata-generatordata-modellingdata-sciencedependency-analysisdependency-modelingfinancefpcafunctional-datamachine-learningoversamplingprincipal-component-analysisstatisticssynthetic-dataweatherxarray
Related projects:
Repository | Description | Stars |
---|---|---|
ydataai/ydata-synthetic | An educational package providing generative models for synthetic data generation. | 1,441 |
ollieboyne/blendersynth | A Python library for generating synthetic 3D datasets using Blender with custom features for rich per-pixel information and multiview rendering. | 63 |
mila-iqia/myia | Developing a new language to support differentiable programming and high-performance computations in artificial intelligence | 456 |
klen/mixer | A library that generates fake data for testing and fixture replacement in various frameworks | 944 |
modflowpy/flopy | A Python package to create and run MODFLOW-based models | 521 |
gretelai/gretel-synthetics | A toolkit for generating synthetic data while preserving differential privacy | 597 |
iamwangyunkai/carla_py | Generates data for CARLA's visual navigation system using raw camera images and instructions. | 8 |
cgarciae/phi | A Python library for functional programming that aims to simplify the experience by providing a unified API and operator overloading for common data transformations and operations. | 134 |
sdv-dev/sdv | A library for generating synthetic tabular data based on real-world patterns | 2,380 |
unidata/metpy | A collection of Python tools for reading, visualizing, and performing calculations with weather data | 1,256 |
catia-systems/fmpy | A Python library to simulate Functional Mock-up Units (FMUs) from FMI standards | 437 |
jobovy/galpy | Software for simulating and analyzing galactic dynamics using numerical methods. | 228 |
heigeo/climata | A Python library for loading and iterating over climate and flow time series data from various sources. | 84 |
dswah/pygam | Provides an implementation of generalized additive models in Python for building flexible semi-parametric models | 875 |
dry-python/classes | Typed polymorphism primitives for Python business logic | 670 |