Automate Retraining Pipelines
From new data to redeployed model.
Models Need Refreshing
Once drift appears, a model must learn from new data. Doing this by hand every time is slow and error-prone, so we build a pipeline. 🔄
What a Pipeline Is
A retraining pipeline is just a chain of automatic steps. Each stage runs in order, passing its output to the next with no human pressing buttons.
All lessons in this course
- Track Experiments with Weights & Biases
- Version Data & Models
- Detect Data & Model Drift
- Automate Retraining Pipelines