Machine learning – find mathematical formulas directly from your data
Software for Symbolic Regression and Formula Discovery
Our web-based software for symbolic regression helps you develop mathematical models and formulas from your data. It finds interpretable mathematical formulas derived directly from your data. No more opaque black-box models.
Features
With our product SymLearning, we provide our own powerful platform for developing mathematical formulas from your data. Using symbolic regression, our algorithm searches for interpretable mathematical models derived directly from your data. With SymLearning, you gain a better understanding of the relationships within your data. No more opaque black-box models that produce unforeseen effects in edge cases.
White-box model
The result is a mathematical model that describes the relationships between the data points.
Simple and fast to use
The finished model requires almost no computing power and can be easily integrated into any software, process, or workflow.
Predictable behavior
The model boundaries can be transparently derived from the logic. Therefore, no unpredictable behavior occurs under extreme conditions.
No huge amounts of data required
Symbolic regression delivers good results even with only a few data points.
Applicable prior knowledge
For model training, restrictions based on domain knowledge can be defined. This improves model quality and produces more stable results in edge cases.
Many symbols
SymLearning supports a large number of different mathematical symbols and functions. If you need special symbols, please feel free to contact us.
Why SymLearning?
SymLearning offers simple and powerful access to symbolic regression. Unlike many existing solutions that require complex installations or lose performance with large amounts of data, SymLearning combines high usability with maximum performance. This enables even very large datasets to be processed efficiently and transformed into precise, interpretable models.
Performance and security
For our algorithms and backends, we rely on a complete Rust implementation for maximum performance and security.
Hardware and software in harmony
Our hardware and software are carefully coordinated. This allows us to make optimal use of accelerations such as Single Instruction, Multiple Data (SIMD).
No installation
SymLearning is a fully online-based product. It requires neither complex installation nor time-consuming setup.
SymLearning - Pricing
Commercial
For companies and commercial projects that want to transform data into transparent solutions for production use.
- Unlimited users and projects
- Email support
Spezielle Angebote
Academic
For universities, research institutions, and non-profit organizations, we provide our software with all available features free of charge.
- Unlimited users and projects
- Email support
On-premise
For companies focused on maximum data sovereignty. Host SymLearning with all available features on your own infrastructure. We’ll help you with it!
- Individual configuration for your needs
- Your data does not leave your infrastructure
- Email support
FAQ
Any more questions?
Please feel free to contact us if you have any further questions. We look forward to hearing from you.