Observe

Tutorials focused on Observability

Wallaroo Model Observability: Anomaly Detection with CCFraud

How to detect anomalous model inputs or outputs using the CCFraud model as an example.

Wallaroo Model Observability: Anomaly Detection with House Price Prediction

How to detect anomalous model inputs or outputs using the house price model as an example.

Computer Vision Pipeline Logs MLOps API Tutorial

How to retrieve computer vision oriented pipeline logs through the Wallaroo MLOps API.

House Price Testing Life Cycle

A comprehensive tutorial on different testing and model comparison techniques for house price prediction.

Model Observability with Assays

How to use Wallaroo Assays to monitor the environment and know when to retrain the model based on changes to data.

Pipeline Logs Tutorial

How to retrieve pipeline logs as DataFrame, Apache Arrow tables, and saved to files.

Pipeline Logs MLOps API Tutorial

How to retrieve pipeline logs through the Wallaroo MLOps API.