Semiring Alternatives

Openlayer is a powerful testing and observability platform for ML. It lets you collaborate with others on finding issues in models and data, debugging them, and committing new versions.

Great integrated product for giving visibility into ML models, highly recommend for anyone looking for a way to benchmark, evaluate, and iterate on their models (which everyone should!)

NannyML estimates real-world model performance (without access to targets) and alerts you when and why it changed. The performance estimation algorithm, confidence-based performance estimation (CBPE), was researched by core contributors.

This OS library faces an important machine learning challenge Impeccable beta-testing experience . Good documentation , product experience and support from engineering team.

Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production. Check it out! github.com/deepchecks/deepchecks

Create Powerful ML Models from 5 Data Samples