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How does this compare to MLflow [0]? Considering MLflow has a few components, I suppose you are building something closer to MLflow Models? How do they compare
by sails 7y ago
How does this compare to MLflow [0]?
Considering MLflow has a few components, I suppose you are building something closer to MLflow Models? How do they compare?
[0] https://mlflow.org/docs/latest/index.html https://mlflow.org/docs/latest/index.html
- ospillinger 7y agoFrom the MLflow Models docs: "An MLflow Model is a standard format for packaging machine learning models that can be used in a variety of downstream tools—for example, real-time serving through a REST API or batch inference on Apache Spark. The format defines a convention that lets you save a model in different “flavors” that can be understood by different downstream tools." Cortex is what they are referring to as a downstream tool for real-time serving through a REST API. In other words, MLflow helps with model management and packaging, whereas Cortex is a platform for running real-time inference at scale. We are working on supporting more model packaging formats and I think it's a good idea to support the MLflow format as well.