Weights and Biases, an MLOps platform, has introduced two new solutions, W and B Weave and W and B Production Monitoring, to expand its platform's support for the complete ML lifecycle.
W&B Weave is a toolkit that provides developers with a visual, interactive, and composable way to build data- and ML-powered applications. It utilizes a notebook-based approach, incorporating the latest techniques and visualizations, which simplifies data exploration and experimentation with ML components. Developers can begin with preconfigured settings for common scenarios and also customize the toolkit to suit their specific needs and gradually develop advanced components.
W&B Production Monitoring allows developers to monitor ML models and applications. It provides scalable and performant logging production data with interactive analytics and visualizations that enables developers to investigate underlying causes of data drift and model degradation for faster troubleshooting and continuous production system improvement. Additionally, developers can also create automated custom alerts and incorporate user feedback to improve model performance.
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