{"schemaVersion":"jobsearcher.job.v1","id":"ab5ccac9f458bdbccddd05dd","url":"https://jobsearcher.com/jobs/ab5ccac9f458bdbccddd05dd","canonicalUrl":"https://jobsearcher.com/jobs/ab5ccac9f458bdbccddd05dd","title":"Machine Learning Engineer - AI/Predictive Analytics","description":"Machine Learning Engineer - AI / Predictive AnalyticsWe're looking for aMachine Learning Engineerto join a growing AI/ML team working on predictive solutions for Comcast's construction organization.\r\nThe team is solving several interesting problems with machine learning-from predicting construction timelines and permitting delays to forecasting project costs and exploring automated construction design.\r\nThis is a hands-on role for someone who enjoysdata, feature engineering, predictive modeling, experimentation, and production ML.\r\nWhat You'll Be Working OnPredicting Construction Timelines\r\nImprove an existing model that predicts how long construction jobs will take.\r\nPredicting Permit Timelines\r\nBuild a model to estimate how long government permitting may take based on historical patterns and other predictive features.\r\nPredicting Construction Costs\r\nUse four years of historical labor and material expense data to predict the expected cost of future construction jobs.\r\nAutomating Construction Design\r\nExplore machine learning approaches to help determine things such as where trenches should go, how many poles may be needed, and where cables should be placed.\r\nResponsibilitiesBuild, deploy, and improve machine learning models.\r\nPerform feature engineering on historical and operational data.\r\nInvestigate model accuracy and identify opportunities for improvement.\r\nBuild pipelines for recurring model retraining.\r\nDevelop features that capture historical trends and changing behavior over time.\r\nExperiment with different predictive modeling approaches.\r\nEvaluate model performance and investigate errors.\r\nWork with production ML systems and data pipelines.\r\nCollaborate with other ML and engineering team members.\r\nHelp move new ML concepts from experimentation into production.\r\nRequired / Desired ExperienceMachine Learning Engineering experience.\r\nPredictive modeling experience.\r\nStrong Python.\r\nExperience withXGBoost, LightGBM, or other boosting algorithms .\r\nFeature engineering.\r\nModel evaluation.\r\nData pipeline development.\r\nProduction ML experience.\r\nAWS.\r\nMLflow or comparable experiment tracking.\r\nStrong analytical and problem-solving skills.\r\nTechnology StackPython | AWS | XGBoost | MLflow | DVC | FastAPI | HashiCorp Nomad#J-18808-Ljbffr","company":"Gcs Recruitment","rawCompany":"gcs recruitment","city":"Reston","state":"VA","isRemote":false,"isActive":false,"createdAt":"2026-09-23T01:14:10.170Z","occupations":[{"code":"15-2051.00","title":"Data Scientists","slug":"data-scientists"},{"code":"15-1252.00","title":"Software Developers","slug":"software-developers"},{"code":"15-1299.08","title":"Computer Systems Engineers/Architects","slug":"computer-systems-engineers-architects"}],"industries":[{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"},{"code":"541990","title":"All Other Professional, Scientific, and Technical Services","slug":"all-other-professional-scientific-and-technical-services"},{"code":"236220","title":"Commercial and Institutional Building Construction","slug":"commercial-and-institutional-building-construction"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Machine Learning Engineer - AI/Predictive Analytics","description":"Machine Learning Engineer - AI / Predictive AnalyticsWe're looking for aMachine Learning Engineerto join a growing AI/ML team working on predictive solutions for Comcast's construction organization.\r\nThe team is solving several interesting problems with machine learning-from predicting construction timelines and permitting delays to forecasting project costs and exploring automated construction design.\r\nThis is a hands-on role for someone who enjoysdata, feature engineering, predictive modeling, experimentation, and production ML.\r\nWhat You'll Be Working OnPredicting Construction Timelines\r\nImprove an existing model that predicts how long construction jobs will take.\r\nPredicting Permit Timelines\r\nBuild a model to estimate how long government permitting may take based on historical patterns and other predictive features.\r\nPredicting Construction Costs\r\nUse four years of historical labor and material expense data to predict the expected cost of future construction jobs.\r\nAutomating Construction Design\r\nExplore machine learning approaches to help determine things such as where trenches should go, how many poles may be needed, and where cables should be placed.\r\nResponsibilitiesBuild, deploy, and improve machine learning models.\r\nPerform feature engineering on historical and operational data.\r\nInvestigate model accuracy and identify opportunities for improvement.\r\nBuild pipelines for recurring model retraining.\r\nDevelop features that capture historical trends and changing behavior over time.\r\nExperiment with different predictive modeling approaches.\r\nEvaluate model performance and investigate errors.\r\nWork with production ML systems and data pipelines.\r\nCollaborate with other ML and engineering team members.\r\nHelp move new ML concepts from experimentation into production.\r\nRequired / Desired ExperienceMachine Learning Engineering experience.\r\nPredictive modeling experience.\r\nStrong Python.\r\nExperience withXGBoost, LightGBM, or other boosting algorithms .\r\nFeature engineering.\r\nModel evaluation.\r\nData pipeline development.\r\nProduction ML experience.\r\nAWS.\r\nMLflow or comparable experiment tracking.\r\nStrong analytical and problem-solving skills.\r\nTechnology StackPython | AWS | XGBoost | MLflow | DVC | FastAPI | HashiCorp Nomad#J-18808-Ljbffr","datePosted":"2026-09-23T01:14:10.170Z","dateModified":"2026-09-23T01:14:10.170Z","hiringOrganization":{"@type":"Organization","name":"Gcs Recruitment","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Reston","addressRegion":"VA","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"ab5ccac9f458bdbccddd05dd"},"url":"https://jobsearcher.com/jobs/ab5ccac9f458bdbccddd05dd"}}