Wallaroo Model Observability: Anomaly Detection with CCFraud
How to detect anomalous model inputs or outputs using the CCFraud model as an example.
Observe
Tutorials focused on Observability
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.
Wallaroo Run Anywhere Model Drift Observability with Assays Tutorial
How to detect model drift in Wallaroo Run Anywhere deployments using the house price model as an example.
Wallaroo Edge Computer Vision Observability
A demonstration on observability with computer vision deployed on edge devices.
Wallaroo Edge Observability with Classification Financial Models
A demonstration on publishing an a Classification Financial model with Edge Observability through Wallaroo.
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.
Computer Vision Pipeline Logs MLOps API Tutorial
How to retrieve computer vision oriented pipeline logs through the Wallaroo MLOps API.
Wallaroo Edge Observability with Classification Financial Models through API
A demonstration on publishing an a Classification Financial model with Edge Observability through the Wallaroo MLOps API.
Pipeline Logs MLOps API Tutorial
How to retrieve pipeline logs through the Wallaroo MLOps API.
Pipeline Logs Tutorial
How to retrieve pipeline logs as DataFrame, Apache Arrow tables, and saved to files.
Wallaroo Edge Observability with Wallaroo Assays
A demonstration on deploying a Wallaroo Pipeline as a Wallaroo Server edge deployment, and using the inference data for assays.
House Price Testing Life Cycle
A comprehensive tutorial on different testing and model comparison techniques for house price prediction.