{"id":346140,"date":"2025-12-16T00:21:26","date_gmt":"2025-12-16T00:21:26","guid":{"rendered":"https:\/\/peraltafinancing.com\/aerospace\/senior-principal-ml-systems-architect-tensorflow-python\/"},"modified":"2025-12-16T00:21:26","modified_gmt":"2025-12-16T00:21:26","slug":"senior-principal-ml-systems-architect-tensorflow-python","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=346140","title":{"rendered":"Senior\/Principal ML Systems Architect (TensorFlow + Python)"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div style=\"--awb-margin-bottom:0px;\">\n<h4>Overview<\/h4>\n<p>We are seeking a highly experienced <strong>ML Systems Architect<\/strong> to design and implement a scalable, production-grade architecture for our machine learning solver. This role bridges research prototypes and commercial deployment, ensuring reliability, maintainability, and performance in a mixed technology stack.<\/p>\n<h4>Responsibilities<\/h4>\n<ul>\n<li><strong>Architect the ML Solver Platform<\/strong>:\n<ul>\n<li>Define modular architecture for data preprocessing, model execution, and post-processing.<\/li>\n<li>Establish clear API contracts between Python\/TensorFlow and C# services.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Productionize ML Workflows<\/strong>:\n<ul>\n<li>Convert research code into robust, testable, and observable services.<\/li>\n<li>Implement CI\/CD pipelines, automated testing, and reproducibility standards.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Integration &amp; Interoperability<\/strong>:\n<ul>\n<li>Design REST\/gRPC endpoints for cross-language communication.<\/li>\n<li>Ensure compatibility with C#\/.NET services.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Performance &amp; Scalability<\/strong>:\n<ul>\n<li>Optimize GPU\/CPU utilization, batching strategies, and memory management.<\/li>\n<li>Plan for multi-model and multi-tenant scenarios.<\/li>\n<\/ul>\n<\/li>\n<li><strong>MLOps &amp; Lifecycle Management<\/strong>:\n<ul>\n<li>Implement model versioning, artifact registries, and deployment workflows.<\/li>\n<li>Set up monitoring, logging, and alerting for solver performance.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Security &amp; Compliance<\/strong>:\n<ul>\n<li>Apply best practices for secrets management, dependency scanning, and secure artifact storage.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>Required Skills &amp; Experience<\/h4>\n<ul>\n<li><strong>ML Frameworks<\/strong>: Expert in TensorFlow (TF2\/Keras), experience with ONNX Runtime for inference.<\/li>\n<li><strong>Programming<\/strong>: Advanced Python for ML; strong understanding of packaging, type checking, and performance profiling.<\/li>\n<li><strong>Architecture<\/strong>: Proven experience designing scalable ML systems for production.<\/li>\n<li><strong>APIs<\/strong>: Proficiency in gRPC\/Protobuf and REST for cross-language integration.<\/li>\n<li><strong>MLOps<\/strong>: CI\/CD pipelines, containerization (Docker\/Kubernetes), model registries, reproducibility.<\/li>\n<li><strong>Performance Optimization<\/strong>: GPU acceleration (CUDA\/cuDNN), mixed precision, XLA, profiling.<\/li>\n<li><strong>Observability<\/strong>: Metrics, tracing, structured logging, dashboards.<\/li>\n<li><strong>Security<\/strong>: SBOM, image signing, role-based access, vulnerability scanning.<\/li>\n<\/ul>\n<h4>Preferred Qualifications<\/h4>\n<ul>\n<li>Experience with ONNX Runtime Training, PyTorch, or hybrid ML architectures.<\/li>\n<li>Familiarity with distributed training strategies and multi-GPU setups.<\/li>\n<li>Knowledge of feature stores and data validation frameworks.<\/li>\n<li>Exposure to regulated environments and compliance frameworks.<\/li>\n<\/ul>\n<h4>Tools &amp; Technologies<\/h4>\n<ul>\n<li><strong>ML<\/strong>: TensorFlow, ONNX Runtime, tf2onnx.<\/li>\n<li><strong>APIs<\/strong>: FastAPI, gRPC.<\/li>\n<li><strong>DevOps<\/strong>: GitLab CI\/GitHub Actions, Docker, Kubernetes.<\/li>\n<li><strong>Monitoring<\/strong>: Prometheus, Grafana, OpenTelemetry.<\/li>\n<li><strong>Security<\/strong>: HashiCorp Vault, Sigstore.<\/li>\n<\/ul>\n<h4>Why Join Us?<\/h4>\n<ul>\n<li>Work on cutting-edge ML solutions integrated into commercial engineering software.<\/li>\n<li>Define architecture that scales across global deployments.<\/li>\n<li>Collaborate with a team of experts in ML, software engineering, and UI development.<\/li>\n<\/ul>\n<p><strong>To apply:<\/strong>\u00a0Send your resume and a brief cover letter to\u00a0<a href=\"https:\/\/www.softinway.com\/senior-principal-ml-systems-architect-tensorflow-python\/mailto:HR@softinway.com\">HR@softinway.com<\/a><\/p>\n<p><a class=\"btn btn-primary\" href=\"https:\/\/www.softinway.com\/careers\/submit-resume\/\">Send Resume<\/a><\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Overview We are seeking a highly experienced ML Systems Architect to design and implement a scalable, production-grade architecture for our machine learning solver. This role bridges research prototypes and commercial deployment, ensuring reliability, maintainability, and performance in a mixed technology stack. Responsibilities Architect the ML Solver Platform: Define modular architecture for data preprocessing, model execution, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":21553,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12024],"tags":[10452,21302,168619,11355,168620],"dealstore":[],"offerexpiration":[],"class_list":["post-346140","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aerospace","tag-architect","tag-python","tag-seniorprincipal","tag-systems","tag-tensorflow"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Senior\/Principal ML Systems Architect (TensorFlow + Python) - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=346140\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Senior\/Principal ML Systems Architect (TensorFlow + Python) - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"Overview We are seeking a highly experienced ML Systems Architect to design and implement a scalable, production-grade architecture for our machine learning solver. 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