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Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
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Forum Posts

Edmondo
by New Contributor III
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Resolved! MlFlow and Feature Store: mlflow.spark.autolog, using feature store on Databricks, FeatureStoreClient.log_model()?

As I am moving my first steps within the Databricks Machine Learning Workspace, I am getting confused by some features that by "documentation" seem to overlap. Does autolog for spark on mlflow provide different tracking than using a training set crea...

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Latest Reply
Kaniz_Fatma
Community Manager
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Hi @Edmondo Porcu​ , FeatureStoreClient.log_model() logs an MLflow model packaged with feature lookup information.Sourcemlflow.spark.autolog(disable=False, silent=False) enables (or disables) and configures logging of Spark data source paths, versio...

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User16826994223
by Honored Contributor III
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difference between optimize and auto optimize and Optimize in delta

What would be good for me , if I should use Optimize every time or should I be using auto-optimize?

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brickster_2018
Esteemed Contributor
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Optimize:  Bin-packing/Compaction. Idempotent and IncrementalOptimize + Z-Order: Helps in Data Skipping; Use Range PartitioningOptimize write: Improve the write operation to the Delta table. optimization is performed before the write/during the writ...

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