Group 17: AI & ML

Model development, orchestration, deployment, and inference acceleration: Azure AI Studio, Azure Machine Learning, Cognitive Services, Azure OpenAI, Azure AI Search.

Selection Model

Prompt Orchestr Eval Governance Grounding Guardrails Low Code Need Training Scale Pipeline Complex Experiment Track Deploy Flex Feature Store NLP Gen Semantic Reason Embedding Need Function Calling Customization Speed To Value Retrieval Quality Vector Need Hybrid Scoring Index Throughput Enrichment

Score_AIStudio = 0.34*C_promptOrch + 0.24*C_eval + 0.16*C_governance + 0.12*C_grounding + 0.08*C_guardrails + 0.06*(10 - C_lowCodeNeed)
Score_AzureML = 0.36*C_trainingScale + 0.24*C_pipelineComplex + 0.16*C_experimentTrack + 0.12*C_deployFlex + 0.08*C_featureStore + 0.04*(10 - C_promptOrch)
Score_Cognitive= 0.34*C_prebuiltCoverage + 0.24*C_speedToValue + 0.16*C_slaNeed + 0.12*C_lowCodeNeed + 0.08*C_contentSafety + 0.06*(10 - C_trainingScale)
Score_OpenAI  = 0.36*C_natLangGen + 0.24*C_semanticReason + 0.16*C_embeddingNeed + 0.12*C_functionCalling + 0.08*C_customization + 0.04*(10 - C_speedToValue)
Score_Search  = 0.36*C_retrievalQuality + 0.24*C_vectorNeed + 0.16*C_hybridScoring + 0.12*C_indexThroughput + 0.08*C_enrichment + 0.04*(10 - C_promptOrch)

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