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Experience developing machine learning solutions using diverse datasets, including advanced AI modeling, evaluation, optimization, and deployment. Experience building or integrating chatbots or conversational AI. Strong understanding of cloud architecture, software design, security, and scalability. Experience with DevOps practices and tools, including CI/CD, infrastructure as code, automated deployments, environment management, monitoring, and release support across cloud platforms. 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