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Systems Architect 2, MLOps
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The UHealth-University of Miami Health System IT Department has an opportunity for a full-time Systems Architect 2, MLOps.
The Systems Architect 2, MLOps is responsible for the independent design, development, and deployment of clinical applications and technologies.
The architect defines system solutions based on user/client needs, cost, and required integration with existing applications, systems, or platforms.
This employee also researches, identifies, selects, and tests technology products required for solution delivery. Establishes, implements, and documents technology integration or migration strategies.
The employee must have the ability to proactively identify needs within the organization and, using expert technical and industry knowledge, design and build new solutions in support of organizational goals. Core Responsibilities:Engineers new workflows or optimize existing business processes that supersede existing standards set in place internally or by vendors utilizing expert knowledge crossing multiple clinical applications and operational areas. Leads projects associated with application implementation and execution of high complexity and larger impact. Applies project management methodology and utilizes standard project management for software in development and maintenance of project plans. Functions as an independent project lead or provides oversight for project manager and/or business analyst on assigned projects and recognize/ minimize business value lost during project/program execution. Performs proactive analysis on current systems and technology in order to recommend potential changes or enhancements that will assist in adhering to organization's strategic vision and improve operational workflows as well as patient and end user experience. Identifies product and customization
requirements
to effectively address necessary product configuration, while working within project scope and time line. Serves as mentor to senior analysts and is proficient and/or certified in numerous applications. Holds a comprehensive working knowledge and understands healthcare operational processes and job functions pertaining to assigned UHealth IT clinical applications and solutions. Possesses expert knowledge of third party partnerships, experience with managing vendor relationships, and contract negotiations. Provides support to the team in analyzing, resolving, and escalating complex integration problems encountered by the team during system implementations and upgrades. Implement projects that are ahead of industry/peer trends. Thinks out of the box and follows the marking curve to stay on the forefront of Healthcare technology. Designsnew solutions. Participates in new hire orientation by providing the clinical application support in the work area required for the job role. Collaborates with clinic leadership to develop or improve operational processes, polices, and procedures. Participates in all clinical operations meetings to assess user feedback, gather future
requirements
for modifications, and provide a status on competency, adoption, and utilization rates. Facilitates knowledge transfer of the technology-enabled user workflows and best practice use of applications. Adheres to University and unit-level policies and procedures and safeguards University assets. Department Specific Functions:Architect and implement infrastructure to support machine learning (ML) and artificial intelligence (AI) workloads across research, clinical, and operational domainsApply strong proficiency in Python and machine learning frameworks to build a platform that ensures reproducibility and scalability of advanced ML/AI solutionsUtilize deep experience with containerization, orchestration, and infrastructure-as-code to enable scalable and reproducible deployments of ML/AI workloadsBuild and maintain CI/CD pipelines using industry-standard tools (e. g. , GitHub Actions, Jenkins, Azure DevOps) for automated ML model deployment, monitoring, and retrainingDesign and manage hybrid cloud/on-premises environments to support high-performance computing, data privacy, and compliance
requirements
(e. g. , HIPAA, IRB)Collaborate with data scientists, IT teams, and clinical stakeholders to translate ML/AI models into production-ready services integrated with clinical, research, and administrative systemsImplement frameworks for model governance, versioning, and auditability to ensure responsible and transparent AI practices, and integrate tools to streamline MLOps workflowsDesign and implement robust APIs (e. g. , RESTful, gRPC) to serve and integrate ML models with internal and external applicationsMonitor system performance, model drift, and data integrity in real-time to maintain reliability and accuracy of deployed modelsApply a strong knowledge of clinical data standards (e. g. , FHIR, OMOP, DICOM) to solution design and implementationThis list of duties and
responsibilities:
is not intended to be all-inclusive and may be expanded to include other duties or
responsibilities:
as necessary. CORE
QUALIFICATIONS
:Bachelor's Degree in relevant fieldEpic or Healthcare EMR – Certification preferredMinimum 8 years' experience in systems architecture, DevOps, or MLOpsExperience with hybrid cloud/on-prem environments, Azure preferredExperience deploying and maintaining production workloadsMajor systems development and implementation experienceExperience in healthcare or academic settings preferredExperience mentoring and leading data teams, system engineering teams, or software engineering teams preferredExperience with high-performance computing (HPC) or GPU-based workloads preferredStrong proficiency in Python and ML frameworks (e. g. , TensorFlow, PyTorch). Strong proficiency with containerization (Docker), orchestration (Kubernetes), and infrastructure-as-code (Terraform, ARM templates)Proficiency with CI/CD tools (e. g. , GitHub Actions, Jenkins, Azure DevOps)Familiarity with ML lifecycle tools (e. g. , MLflow, DVC, Airflow)Familiarity with data integration standards and protocols, particularly those used in healthcare, such as APIs, FHIR, HL7, and DICOMUnderstanding of responsible AI practices and model governance frameworksUnderstanding of data privacy, security, and compliance in regulated environmentsDemonstrated knowledge of change control and project managementExcellent interpersonal skills and ability to communicate ideas and problem solutionsWorks well independently and as part of a teamKnowledge of research compliance preferredAny appropriate combination of relevant education, experience and/or certifications may be considered.
The University of Miami offers competitive salaries and a comprehensive
benefits
package including medical, dental, tuition remission and more. UHealth-University of Miami Health System, South Florida's only university-based health system, provides leading-edge patient care powered by the ground breaking research and medical education at the Miller School of Medicine.
As an academic medical center, we are proud to serve South Florida, Latin America and the Caribbean.
Our physicians represent more than 100 specialties and sub-specialties, and have more than one million patient encounters each year.
Our tradition of excellence has earned worldwide recognition for outstanding teaching, research and patient care.
We're the challenge you've been looking for.
The University of Miami is an Equal Opportunity Employer. Applicants and employees are protected from discrimination based on certain categories protected by Federal law. Job Status:Full timeEmployee Type:Staff.
The UHealth-University of Miami Health System IT Department has an opportunity for a full-time Systems Architect 2, MLOps.
The Systems Architect 2, MLOps is responsible for the independent design, development, and deployment of clinical applications and technologies.
The architect defines system solutions based on user/client needs, cost, and required integration with existing applications, systems, or platforms.
This employee also researches, identifies, selects, and tests technology products required for solution delivery. Establishes, implements, and documents technology integration or migration strategies.
The employee must have the ability to proactively identify needs within the organization and, using expert technical and industry knowledge, design and build new solutions in support of organizational goals. Core Responsibilities:Engineers new workflows or optimize existing business processes that supersede existing standards set in place internally or by vendors utilizing expert knowledge crossing multiple clinical applications and operational areas. Leads projects associated with application implementation and execution of high complexity and larger impact. Applies project management methodology and utilizes standard project management for software in development and maintenance of project plans. Functions as an independent project lead or provides oversight for project manager and/or business analyst on assigned projects and recognize/ minimize business value lost during project/program execution. Performs proactive analysis on current systems and technology in order to recommend potential changes or enhancements that will assist in adhering to organization's strategic vision and improve operational workflows as well as patient and end user experience. Identifies product and customization
requirements
to effectively address necessary product configuration, while working within project scope and time line. Serves as mentor to senior analysts and is proficient and/or certified in numerous applications. Holds a comprehensive working knowledge and understands healthcare operational processes and job functions pertaining to assigned UHealth IT clinical applications and solutions. Possesses expert knowledge of third party partnerships, experience with managing vendor relationships, and contract negotiations. Provides support to the team in analyzing, resolving, and escalating complex integration problems encountered by the team during system implementations and upgrades. Implement projects that are ahead of industry/peer trends. Thinks out of the box and follows the marking curve to stay on the forefront of Healthcare technology. Designsnew solutions. Participates in new hire orientation by providing the clinical application support in the work area required for the job role. Collaborates with clinic leadership to develop or improve operational processes, polices, and procedures. Participates in all clinical operations meetings to assess user feedback, gather future
requirements
for modifications, and provide a status on competency, adoption, and utilization rates. Facilitates knowledge transfer of the technology-enabled user workflows and best practice use of applications. Adheres to University and unit-level policies and procedures and safeguards University assets. Department Specific Functions:Architect and implement infrastructure to support machine learning (ML) and artificial intelligence (AI) workloads across research, clinical, and operational domainsApply strong proficiency in Python and machine learning frameworks to build a platform that ensures reproducibility and scalability of advanced ML/AI solutionsUtilize deep experience with containerization, orchestration, and infrastructure-as-code to enable scalable and reproducible deployments of ML/AI workloadsBuild and maintain CI/CD pipelines using industry-standard tools (e. g. , GitHub Actions, Jenkins, Azure DevOps) for automated ML model deployment, monitoring, and retrainingDesign and manage hybrid cloud/on-premises environments to support high-performance computing, data privacy, and compliance
requirements
(e. g. , HIPAA, IRB)Collaborate with data scientists, IT teams, and clinical stakeholders to translate ML/AI models into production-ready services integrated with clinical, research, and administrative systemsImplement frameworks for model governance, versioning, and auditability to ensure responsible and transparent AI practices, and integrate tools to streamline MLOps workflowsDesign and implement robust APIs (e. g. , RESTful, gRPC) to serve and integrate ML models with internal and external applicationsMonitor system performance, model drift, and data integrity in real-time to maintain reliability and accuracy of deployed modelsApply a strong knowledge of clinical data standards (e. g. , FHIR, OMOP, DICOM) to solution design and implementationThis list of duties and
responsibilities:
is not intended to be all-inclusive and may be expanded to include other duties or
responsibilities:
as necessary. CORE
QUALIFICATIONS
:Bachelor's Degree in relevant fieldEpic or Healthcare EMR – Certification preferredMinimum 8 years' experience in systems architecture, DevOps, or MLOpsExperience with hybrid cloud/on-prem environments, Azure preferredExperience deploying and maintaining production workloadsMajor systems development and implementation experienceExperience in healthcare or academic settings preferredExperience mentoring and leading data teams, system engineering teams, or software engineering teams preferredExperience with high-performance computing (HPC) or GPU-based workloads preferredStrong proficiency in Python and ML frameworks (e. g. , TensorFlow, PyTorch). Strong proficiency with containerization (Docker), orchestration (Kubernetes), and infrastructure-as-code (Terraform, ARM templates)Proficiency with CI/CD tools (e. g. , GitHub Actions, Jenkins, Azure DevOps)Familiarity with ML lifecycle tools (e. g. , MLflow, DVC, Airflow)Familiarity with data integration standards and protocols, particularly those used in healthcare, such as APIs, FHIR, HL7, and DICOMUnderstanding of responsible AI practices and model governance frameworksUnderstanding of data privacy, security, and compliance in regulated environmentsDemonstrated knowledge of change control and project managementExcellent interpersonal skills and ability to communicate ideas and problem solutionsWorks well independently and as part of a teamKnowledge of research compliance preferredAny appropriate combination of relevant education, experience and/or certifications may be considered.
The University of Miami offers competitive salaries and a comprehensive
benefits
package including medical, dental, tuition remission and more. UHealth-University of Miami Health System, South Florida's only university-based health system, provides leading-edge patient care powered by the ground breaking research and medical education at the Miller School of Medicine.
As an academic medical center, we are proud to serve South Florida, Latin America and the Caribbean.
Our physicians represent more than 100 specialties and sub-specialties, and have more than one million patient encounters each year.
Our tradition of excellence has earned worldwide recognition for outstanding teaching, research and patient care.
We're the challenge you've been looking for.
The University of Miami is an Equal Opportunity Employer. Applicants and employees are protected from discrimination based on certain categories protected by Federal law. Job Status:Full timeEmployee Type:Staff.
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