CertLakeDatabricks Cert Prep

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application development16 cards

ai playground1 guardrails2 langchain2 llm apis2 mlflow agent framework1 model selection2 multi agent1 multi stage reasoning1 prompt engineering2 unity catalog tools2

data preparation8 cards

chunking strategies2 delta sync vs direct access1 managed embeddings1 parsing strategies1 reranking1 self managed embeddings1 vector search index1

deployment14 cards

batch inference1 mcp servers1 mlflow genai2 model serving2 model signatures1 persistent memory1 prompt lifecycle1 rest api1 unity catalog registration1 user interface1 vector search config1 vector search queries1

design8 cards

agent bricks1 ai agents1 compound ai systems1 evaluation driven development1 few shot learning1 model tasks1 prompt design1 rag architecture1

evaluation8 cards

agent evaluation1 custom scorers1 evaluation metrics2 feedback loops1 llm as judge1 mlflow evaluate1 production monitoring1

governance8 cards

ai gateway1 content mitigation1 control data plane1 data licensing1 data masking1 inference tables1 input guardrails1 usage tracking1