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AI Engineering Mental Models
AI Engineering Mental Models
Build the mental models that distinguish AI application development from ML research.
Tokens, Context, And Prompt Budgets
Tokens, Context, And Prompt Budgets
Treat the context window as an engineering budget and make deliberate tradeoffs.
Embeddings And Semantic Search
Embeddings And Semantic Search
Understand embeddings and measure retrieval quality before choosing infrastructure.
Prompting Becomes Context Engineering
Prompting Becomes Context Engineering
Move from ad-hoc prompting to deliberate context assembly and eval-driven iteration.
Tools, Schemas, And AI Workflows
Tools, Schemas, And AI Workflows
Build reliable AI workflows with structured outputs, tool calling, and agent harnesses.
Eval Engineering, Inference, And Production Readiness
Eval Engineering, Inference, And Production Readiness
Ship AI systems you can measure, monitor, and trust in production.
Azure AI-300: Operationalizing ML and GenAI Solutions
Azure AI-300: Operationalizing ML and GenAI Solutions
Microsoft Certified: Machine Learning Operations Engineer Associate