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Google Cloud Exams
GCP
Professional Machine Learning Engineer
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Professional Machine Learning Engineer

Build, deploy, and monitor production ML and generative AI solutions on Gemini Enterprise Agent Platform, and track your readiness for the Professional Machine Learning Engineer exam.

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Prepare and test your skills

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Expert

Prepare and test your skills

Description
Free Trial
Practice Test

Professional Machine Learning Engineer topics

312 topics, grouped by the exam domain each first appears under.

Architecting low-code AI solutions

Adapter sizeConcept
Agent PlatformGoogle Cloud service
Agent Platform Feature StoreGoogle Cloud service
Agent Platform PipelinesGoogle Cloud service
Agent Platform StudioGoogle Cloud feature
AlloyDB for PostgreSQLGoogle Cloud service
automatic preprocessingGoogle Cloud feature
AutoMLGoogle Cloud service
batch inferenceTask
bigframes.mlGoogle Cloud feature
BigQueryGoogle Cloud service
BigQuery DataFramesGoogle Cloud feature
BigQuery MLGoogle Cloud service
Cloud BuildGoogle Cloud service
Cloud Load BalancingGoogle Cloud service
Cloud LoggingGoogle Cloud service
Cloud MonitoringGoogle Cloud service
Cloud RunGoogle Cloud service
Cloud StorageGoogle Cloud service
Cloud Translation APIGoogle Cloud service
Cloud Vision APIGoogle Cloud service
Cluster DirectorGoogle Cloud service
CodeyGoogle Cloud feature
Colab EnterpriseGoogle Cloud service
context cachingGoogle Cloud feature
CREATE MODELGoogle Cloud feature
CREATE MODEL statementGoogle Cloud feature
data-driven optimizerGoogle Cloud feature
DataflowGoogle Cloud service
datasetConcept
Document AIGoogle Cloud service
Document AI APIGoogle Cloud service
embeddingsConcept
EpochsConcept
EXPORT MODEL statementGoogle Cloud feature
feature transformationsConcept
Flex PayGoGoogle Cloud feature
Foundation modelsConcept
GeminiGoogle Cloud service
Gemini Enterprise Agent PlatformGoogle Cloud service
Gemini Enterprise Agent Platform Model MonitoringGoogle Cloud feature
Gemini Enterprise Agent Platform VisionGoogle Cloud service
Gemini in BigQueryGoogle Cloud feature
Gen AI evaluation serviceGoogle Cloud service
GKEGoogle Cloud service
global endpointGoogle Cloud feature
Google Cloud StorageGoogle Cloud service
Google Gen AI SDKGoogle Cloud feature
ImagenGoogle Cloud feature
inferenceConcept
Learning Rate MultiplierConcept
managed datasetsGoogle Cloud feature
manual preprocessing functionsGoogle Cloud feature
missing value imputationConcept
ML.ARIMA_EVALUATEGoogle Cloud feature
ML.PREDICTGoogle Cloud feature
MLTransformGoogle Cloud feature
modelConcept
Model as a ServiceGoogle Cloud feature
Model GardenGoogle Cloud service
Model Monitoring on Gemini Enterprise Agent PlatformGoogle Cloud feature
Model RegistryGoogle Cloud feature
model weightsConcept
One-hot encodingConcept
Priority PayGoGoogle Cloud feature
private endpointsGoogle Cloud feature
Provisioned ThroughputGoogle Cloud feature
Pub/SubGoogle Cloud service
Ray on Gemini Enterprise Agent PlatformGoogle Cloud feature
Register BigQuery ML models with Vertex AI Model RegistryTask
retrieval augmented generationConcept
Standard PayGoGoogle Cloud feature
supervised fine-tuningConcept
Tabular Workflow for End-to-End AutoMLGoogle Cloud feature
Tabular Workflow for ForecastingGoogle Cloud feature
text embeddingConcept
trainingPipelineConcept
TRANSFORM clauseGoogle Cloud feature
transform-only modelConcept
TuningConcept
Vector SearchGoogle Cloud service
VeoGoogle Cloud service
Vertex AIGoogle Cloud service
Vertex AI Model RegistryGoogle Cloud feature
Vertex AI RAG EngineGoogle Cloud feature
Vertex AI SearchGoogle Cloud service
Vertex AI TensorBoardGoogle Cloud service
Vertex AI Vector SearchGoogle Cloud feature
Vertex Explainable AIGoogle Cloud feature
Vertex ML MetadataGoogle Cloud service
vLLMGoogle Cloud feature

Collaborating within and across teams to manage data and models

agent identityConcept
Agent Platform ML MetadataGoogle Cloud feature
Apache BeamGoogle Cloud service
ArtifactConcept
Artifact AnalysisGoogle Cloud service
Artifact RegistryGoogle Cloud service
ArtifactsConcept
Automatic side-by-sideGoogle Cloud feature
autoraterConcept
BigQuery Storage APIGoogle Cloud feature
Cloud Audit LogsGoogle Cloud service
Cloud EKMGoogle Cloud service
Cloud HSMGoogle Cloud service
Cloud KMSGoogle Cloud service
Cloud TPUGoogle Cloud service
clustered tablesGoogle Cloud feature
Compute EngineGoogle Cloud service
Context-Aware AccessGoogle Cloud feature
customer-managed encryption keysConcept
Data CatalogGoogle Cloud service
data profilerGoogle Cloud feature
Demonstrating Proof of PossessionConcept
drift detectionConcept
dynamic data maskingGoogle Cloud feature
experimentConcept
experiment runConcept
Experiments on Gemini Enterprise Agent PlatformGoogle Cloud feature
Feature StoreGoogle Cloud feature
feature viewConcept
Gemini EnterpriseGoogle Cloud service
Gemini Enterprise Agent Platform PipelinesGoogle Cloud service
Gemini Enterprise Agent Platform WorkbenchGoogle Cloud service
GKE Inference GatewayGoogle Cloud feature
groundednessConcept
Identity and Access ManagementGoogle Cloud service
infoTypeConcept
judge modelConcept
Knowledge CatalogGoogle Cloud service
Managed Service for Apache SparkGoogle Cloud service
model evaluationConcept
model evaluation metricsConcept
online storeConcept
partitioned tablesGoogle Cloud feature
pipeline jobConcept
policy tagsConcept
precisionConcept
recallConcept
safetyConcept
Sensitive data profilingGoogle Cloud feature
Sensitive Data ProtectionGoogle Cloud service
Vertex AI Custom TrainingGoogle Cloud feature
Vertex AI ExperimentsGoogle Cloud service
Vertex AI Feature StoreGoogle Cloud service
Vertex AI PipelinesGoogle Cloud feature
Vertex AI TrainingGoogle Cloud service
Vertex AI WorkbenchGoogle Cloud service
VPCGoogle Cloud service
VPC Service ControlsGoogle Cloud service
XLA compilerGoogle Cloud feature

Scaling prototypes into ML models

A2Google Cloud feature
A3Google Cloud feature
A3 UltraGoogle Cloud feature
A4Google Cloud feature
A4X machine seriesGoogle Cloud feature
A4X MaxConcept
AI HypercomputerGoogle Cloud service
All Capacity modeGoogle Cloud feature
AutoMLForecastingTrainingJobGoogle Cloud feature
AutoMLTabularTrainingJobGoogle Cloud feature
Bayesian optimizationConcept
Cloud DeployGoogle Cloud service
Cloud Run functionsGoogle Cloud service
Cloud Storage bucketConcept
Cloud Storage FUSEGoogle Cloud feature
Cloud TraceGoogle Cloud service
cloudml-hypertuneConcept
Cluster ToolkitGoogle Cloud service
clustered GPU management modelGoogle Cloud feature
Compute Engine reservationsGoogle Cloud feature
ComputeClassesGoogle Cloud feature
ConditionalParameterSpecConcept
custom containerGoogle Cloud feature
Custom trainingGoogle Cloud feature
custom training jobConcept
CustomJobConcept
Data Center NetworkConcept
DistillationConcept
Dynamic Workload SchedulerGoogle Cloud feature
Enhanced Flexibility ModeGoogle Cloud feature
extract, load, and transformConcept
feature attributionsConcept
Fine-tuningConcept
Flex-startGoogle Cloud feature
Flex-start VMsGoogle Cloud feature
forecastingConcept
Full fine-tuningConcept
Fully Sharded Data ParallelConcept
G2 machine seriesGoogle Cloud feature
G4 machine seriesGoogle Cloud feature
general GPU management modelGoogle Cloud feature
Global feature importanceConcept
Google Cloud Hyperdisk MLGoogle Cloud feature
Google Kubernetes EngineGoogle Cloud service
HPARAM_CANDIDATESGoogle Cloud feature
HPARAM_RANGEGoogle Cloud feature
hyperparameterConcept
hyperparameter tuningGoogle Cloud feature
inter-chip interconnectGoogle Cloud feature
Logs ExplorerGoogle Cloud feature
low-rank adaptationConcept
managed instance groupGoogle Cloud feature
matrix-multiply unitConcept
Metrics ExplorerGoogle Cloud feature
ML.ADVANCED_WEIGHTSGoogle Cloud feature
ML.EXPLAIN_FORECASTGoogle Cloud feature
ML.EXPLAIN_PREDICTGoogle Cloud feature
ML.GLOBAL_EXPLAINGoogle Cloud feature
MultisliceGoogle Cloud feature
Parameter-efficient tuningConcept
ParameterSpecConcept
PEFTConcept
pipeline parallelismConcept
PipelineJobGoogle Cloud feature
Prompt engineeringConcept
Rapid BucketGoogle Cloud feature
Rapid CacheGoogle Cloud feature
RayConcept
resource-based committed use discountsGoogle Cloud feature
SequenceToSequencePlusForecastingTrainingJobGoogle Cloud feature
Spot VMsGoogle Cloud feature
StudySpecConcept
TemporalFusionTransformerForecastingTrainingJobGoogle Cloud feature
tensor parallelismConcept
TensorFlow Data ValidationGoogle Cloud feature
TensorFlow ExtendedGoogle Cloud service
TimeSeriesDenseEncoderForecastingTrainingJobGoogle Cloud feature
TPU VMConcept
TPU7xGoogle Cloud service
Vertex AI SDKGoogle Cloud feature

Serving and scaling models

accelerator-optimized machine familyGoogle Cloud feature
Agent Platform VizierGoogle Cloud feature
Application Load BalancerGoogle Cloud service
autoscalingGoogle Cloud feature
Bigtable online servingGoogle Cloud feature
Cloud Service MeshGoogle Cloud service
DeployedModelConcept
endpointConcept
FeatureConcept
feature servingGoogle Cloud feature
FeatureViewConcept
forwarding ruleGoogle Cloud feature
Google Cloud Audit LoggingGoogle Cloud service
Google Cloud Managed Service for PrometheusGoogle Cloud service
horizontal Pod autoscalingGoogle Cloud feature
host memory cacheGoogle Cloud feature
Hyperparameter tuning for custom trainingGoogle Cloud feature
Inference QuickstartGoogle Cloud feature
Liveness checksGoogle Cloud feature
measurementConcept
model artifactsConcept
Network Connectivity CenterGoogle Cloud service
online inferenceConcept
Online PredictionGoogle Cloud feature
Optimized online servingGoogle Cloud feature
parallel downloadGoogle Cloud feature
Prebuilt containerGoogle Cloud feature
prebuilt containersGoogle Cloud feature
Prefix cachingGoogle Cloud feature
Private Google AccessGoogle Cloud feature
Private Service ConnectGoogle Cloud service
service attachmentGoogle Cloud feature
Shared VPCGoogle Cloud feature
Speculative DecodingGoogle Cloud feature
studyConcept
study configurationConcept
Time to First TokenConcept
Time-per-Output-TokenConcept
trialConcept
Vertex AI InferenceGoogle Cloud service
Vertex AI Inference autoscalingGoogle Cloud feature
Vertex AI Model GardenGoogle Cloud service

Automating and orchestrating ML pipelines

Binary AuthorizationGoogle Cloud service
build triggersGoogle Cloud feature
Cloud Build substitutionsGoogle Cloud feature
Cloud ProfilerGoogle Cloud service
Cloud SchedulerGoogle Cloud service
Custom prediction routinesGoogle Cloud feature
Gemini Enterprise Agent Platform EndpointGoogle Cloud feature
Infrastructure ManagerGoogle Cloud service
Kubeflow DSLGoogle Cloud feature
Kubeflow Pipelines SDKGoogle Cloud feature
Managed Service for Apache AirflowGoogle Cloud service
training-serving skewConcept
Vertex AI endpointsGoogle Cloud feature
Vertex AI Model EvaluationGoogle Cloud service

Monitoring AI solutions

AI ProtectionGoogle Cloud feature
API GatewayGoogle Cloud service
ApigeeGoogle Cloud service
data driftConcept
data lineageGoogle Cloud feature
Error ReportingGoogle Cloud service
Explainable AIGoogle Cloud feature
feature attributionConcept
feature attribution skew and driftConcept
golden datasetConcept
Google Cloud Pipeline ComponentsGoogle Cloud feature
Identity-Aware ProxyGoogle Cloud service
Kubeflow PipelinesGoogle Cloud service
LookMLConcept
ML.DESCRIBE_DATAGoogle Cloud feature
ML.TFDV_DESCRIBEGoogle Cloud feature
ML.TFDV_VALIDATEGoogle Cloud feature
Model ArmorGoogle Cloud service
Model Context ProtocolConcept
Model MonitoringGoogle Cloud feature
Model Monitoring jobConcept
pipeline runConcept
skew detectionGoogle Cloud feature
Vertex AI Model MonitoringGoogle Cloud service
Virtual Private CloudGoogle Cloud service
What-If ToolGoogle Cloud feature