Data Science Enablement Specialist – ML Platform, MLOps
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Job Description
Data Science Enablement Specialist managing ML teams' adoption of advanced platform solutions. Collaborating on migration processes and providing technical enablement documentation.
Responsibilities:
- Liderar o enablement técnico de times de ML no uso avançado da plataforma IU Lotus;
- Conduzir e coordenar migrações de modelos legados para a nova plataforma com rigor técnico e sem regressão;
- Identificar sistematicamente bugs, gaps de documentação e barreiras estruturais de adoção — propondo e acompanhando resoluções direto com os times de produto;
- Produzir materiais técnicos de referência: arquiteturas de uso, exemplos de código de produção, runbooks e guias avançados;
- Traduzir feedback qualificado da comunidade em insumos prioritários para o roadmap da plataforma;
- Conduzir sessões técnicas, workshops e revisões de arquitetura com times de engenharia e ciência de dados;
- Atuar com autoridade técnica no ponto de contato entre a plataforma e seus times consumidores.
Requirements:
- Expertise em plataformas de ML corporativas com vivência em todas as fases do ciclo de vida de modelos: treinamento, validação, implantação, serving e monitoramento;
- Profundo conhecimento de MLOps e suas implicações práticas em ambientes de grande escala;
- Histórico de atuação em enablement técnico, developer advocacy ou arquitetura de soluções com ML;
- Capacidade de produzir documentação e arquiteturas de referência que elevem o nível técnico dos times consumidores;
- Autonomia e senso de ownership para identificar problemas críticos e conduzir sua resolução sem dependência de direcionamento;
- Desejáveis:
- Expertise em AWS SageMaker, Vertex AI ou Azure ML em produção
- Domínio de MLflow, Kubeflow ou ferramentas equivalentes de MLOps
- Proficiência em Python para ML com capacidade de revisar e guiar código de produção
- Experiência em grandes bancos, fintechs ou empresas com cultura madura de dados e ML
- Vivência em ambientes de produto ágeis com responsabilidade direta sobre adoção e satisfação das comunidades
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