AI Portfolio

Big Data and AI/ML Products

Options for Building ML Models in Google Cloud

Comparison

BigQuery MLPrebuilt APIsAutoMLCustom Training
Data typesTabularTabular, images, video, textTabular, images, video, textTabular, images, video, text
Training data sizeMedium – largeN/ASmall – mediumMedium – large
ML and coding expertiseMediumLowLowHigh
Flexibility to tune hyperparametersMediumNoneNoneHigh
Time to trainMediumNoneMediumLong

Choosing

ConsiderationsBest Choice
Familiar with SQL, and data in BigQueryBigQuery ML
Little ML experiencePrebuilt APIs
Custom models with own data, minimal codingAutoML
Full control of ML workflowCustom Training

Graph View

Google Cloud Machine LearningMachine LearningPub/SubCloud StorageBigQueryVertex AIDataflowCloud SQLGoogle Looker StudioDataprocCloud SpannerLookerCloud BigtableCloud FirestoreBigQuery MLGoogle Cloud Prebuilt AI APIsAutoMLVertex AI Workbench#google-cloud#machine-learning#mocGoogle Professional Machine Learning Engineer Certification