Machine Learning Engineer

Overview:Machine Learning EngineerRemote3-6+ MonthsHands-on engineering resource responsible for converting ML and analytical strategies into repeatable feature-engineering pipelines, ML workflows, model lifecycle processes, and operational integrations in support of Cisco Learning's opportunity-assessment solution.Primary FocusML Engineering + Feature Pipelines + Model Operationalization + MLOps + Data/ML IntegrationRequired SkillsLanguages & DataStrong PythonSQLPandas / NumPy or comparable data-processing librariesStructured and unstructured data processingSoftware-development and version-control practicesML Engineering• Feature engineeringML pipeline developmentModel training and evaluationModel inferenceData preprocessing/transformationScikit-learn or comparable ML frameworks• Production-oriented ML developmentMLOps / Model Lifecycle• Model registriesModel versioningExperiment trackingModel monitoringAutomated testingRetraining workflows• Reproducible ML pipelinesData / Integration• Data ingestion/access pipelinesCloud-based ML/data environmentsAPIs and/or downstream integrations• Enterprise data environmentPreferred Skills• MLflow or comparable ML lifecycle toolingFeature Store experienceContainerizationCloud ML platformsAPI/integration developmentNLP/text-processing pipelinesDocument/vector ingestionModel inference and monitoringAutomated ML testing/retrainingEnterprise data-platform experienceProduction-oriented ML solutionsPrevious Cisco experience with the appropriate ML engineering skill setSkills:MACHINE LEARNING,PYTHON,SQL,Model Design