Personalizer
E828318
Personalizer is an Azure Cognitive Service that uses reinforcement learning to deliver personalized, context-aware content and experiences in real time.
Observed surface forms (1)
| Surface form | Occurrences |
|---|---|
| Azure Personalizer | 0 |
Statements (50)
| Predicate | Object |
|---|---|
| instanceOf |
Azure Cognitive Service
ⓘ
personalization service ⓘ reinforcement learning service ⓘ |
| availableAs | Azure resource NERFINISHED ⓘ |
| developedBy | Microsoft ⓘ |
| hasFeature |
API-based configuration
ⓘ
actions list ranking ⓘ business rules integration ⓘ evaluation API ⓘ event logging ⓘ exploration vs exploitation control ⓘ feature engineering via context features ⓘ model auto-training ⓘ offline evaluation ⓘ rank API ⓘ reward API ⓘ |
| hasProperty |
cloud-based
ⓘ
context-aware decision making ⓘ managed service ⓘ model updated from reward signals ⓘ near real-time learning ⓘ |
| hasSDK |
.NET SDK
ⓘ
Java SDK ⓘ JavaScript SDK NERFINISHED ⓘ Python SDK ⓘ |
| hasUseCase |
UI layout optimization
ⓘ
content personalization ⓘ homepage personalization ⓘ news article ranking ⓘ notification personalization ⓘ offer selection ⓘ product recommendations ⓘ |
| integratesWith |
Azure Monitor
NERFINISHED
ⓘ
Azure Portal NERFINISHED ⓘ Azure Resource Manager NERFINISHED ⓘ |
| partOf |
Azure AI services
NERFINISHED
ⓘ
Microsoft Azure NERFINISHED ⓘ |
| provides |
REST API
NERFINISHED
ⓘ
SDKs ⓘ |
| requires |
Azure subscription
ⓘ
reward signal from application ⓘ |
| supports |
A/B testing scenarios
ⓘ
JSON over HTTPS ⓘ content ranking ⓘ context-aware recommendations ⓘ experience optimization ⓘ multi-armed bandit scenarios ⓘ real-time personalization ⓘ |
| uses |
contextual bandit algorithms
ⓘ
reinforcement learning ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.