Experiment Tracking

intermediate
ai & ml
Enhanced Content

Definition

Recording and comparing different machine learning experiments, including their configurations, metrics, and results. Like keeping a detailed lab notebook to track all your scientific experiments.

Real-World Example

MLflow tracks every model training run, recording which parameters were used and how accurate each model was, making it easy to find the best performing version.

Cloud Provider Equivalencies

These services offer integrated experiment tracking features that allow users to manage, compare, and analyze machine learning experiments efficiently.

AWS
Amazon SageMaker Experiments
AZ
Azure Machine Learning
GCP
Vertex AI
OCI
OCI Data Science

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