~/databricks-machine-learning-professional · Model Deployment ▊
← Databricks Certified Machine Learning Professional
DATABRICKS · objective · 33% of the exam
Model Deployment — Databricks Certified Machine Learning Professional
The official DATABRICKS documentation our Model Deployment practice questions are cited to. Review the primary sources, then practise.
Official references for this objective
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Databricks — Running LLaMA at Scale: Production Inference on Databricks Model Serving | Databricks
We’ll cover validation checks—A/B tests, golden sets—plus the cost model we used to compare against our internal vLLM-based stack
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Databricks — Operating Scalable AI for Games: From LLM Intelligence to Real-Time ML Systems | Databricks
we discuss the practical tradeoffs behind latency, cost reduction, feature consistency, serving stability, and scale-out architecture