Blend of development and MLOPS skillsAWS Sagemaker expertise is must haveAll code is in Python some old code in ScalaOther tech touch points are ScyllaDB (like BigTable) OpenSearch Neo4J graph (for identity resolution)Can understand the Sagemaker pipeline and analyze gaps and recommend/implement improvementsCan troubleshoot pipeline issues look into Python code reverse engineer it debug it Of course need to know Machine Learning models and some data engineering skills to look into Kafka Chaossearch logs SQL etc for basic troubleshootingFuture needs expanding MLOPS into agentic AI framework RAG Architecture etcSimilar tech landscape as ML engineer but I expect this person to light on the engineering / troubleshooting part and more on the model developmentTraditional ML model development analysis hypothesis testing data preparation model selection validation and testingKnowledge of Agentic AI framework RAG setup LLM selection integration could be two types of profiles first with strong