Anovos is an open source, feature engineering library that helps you quickly understand and resolve data quality issues and iterate through the feature creation process to improve model performance.

Anovos is an open source, feature engineering library that helps you quickly understand and resolve data quality issues and iterate through the feature creation process to improve model performance.

Build better models with

Predictive models are only as good as the data that powers them. Anovos is an open-source project designed for data scientists who want to better understand their data and create features that result in high performing machine learning models.

Data Explorer

Analyze and profile your data and features
Low code detection and correction of quality issues and anomalies

Feature Builder

Identifying optimum features
Mapping data to features
Custom feature creation

Bringing it All Together with Anovos

You want to create an ML pipeline that leads to building high performing models. Anovos unifies the key methods necessary to more easily understand your data and create the most predictive, stable features.

With robust analytics, in-depth analysis and comprehensive metrics, Anovos helps you better understand your data, and through feature recommendation and transformation build more resilient models.

Anovos also has unique features such as a scalable data stability calculation, giving your entire team insight into which data may shift over time and impact model accuracy and performance. And a feature recommender to address the cold start problem getting you off to the right start in choosing the most stable features.

Multiple Editions

Anovos has multiple editions designed to meet the needs of the individual data scientist as well as data science teams working with enterprise scale data sets.

Community Edition

Designed for an individual data scientist or analyst
Supports data sets up to 5GB

Enterprise Edition

Distributed processing to support enterprise scale data sets

Frequently Asked Questions

What libraries are included in Anovos?

Anovos is built with the most popular machine learning libraries including Pandas, Scikit-learn and Apache Spark.

Does Anovos scale?

Anovos was built by the data science team at Mobilewalla because they handle large data sets. Anovos is built to scale and easily handles 100GB of data.

Is there a public roadmap for Anovos?

Yes, you can find a current roadmap in our Docs in the Roadmap section. If you have suggestions for what you'd like to see added or would like to help contribute to the project, visit our GitHub.

Is Anovos ready for my team to use?

While we are continuing to build on Anovos and expand its capabilities, today, Anovos can help you better understand your data by providing you with out of the box, comprehensive analytics and metrics and can help you transform your data into features that will power resilient models. Go ahead, give it a try.