Numalogic¶
Numalogic is a collection of ML models and algorithms for real-time data analytics and AIOps including anomaly detection.
Numalogic can be installed as a library and used to build end-to-end ML pipelines. For streaming real time data processing, it can also be paired with our steaming data platform Numaflow.
Key Features¶
- Ease of use: simple and efficient tools for predictive data analytics
- Reusability: all the functionalities can be re-used in various contexts
- Model selection: easy to compare, validate, fine-tune and choose the model that works best with each data set
- Data processing: readily available feature extraction, scaling, transforming and normalization tools
- Extensibility: adding your own functions or extending over the existing capabilities
- Model Storage: out-of-the-box support for MLFlow and support for other model ML lifecycle management tools
Use Cases¶
- Deployment failure detection
- System failure detection for node failures or crashes
- Fraud detection
- Network intrusion detection
- Forecasting on time series data
Getting Started¶
For set-up information and running your first pipeline using numalogic, please see our getting started guide.