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AI/ML Architect jobs in United States
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SRM Digital LLC · 1 day ago

AI/ML Architect

SRM Digital LLC is seeking a senior AI/ML platform leader to design and operationalize a scalable production-ready AI/ML architecture across multiple business units. The role involves moving the organization from proof of concept AI efforts to repeatable, governed delivery of models in production, requiring hands-on architectural leadership and significant collaboration across teams.
Staffing & Recruiting
Hiring Manager
Irshad Ahmad
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Responsibilities

Include AIML architecture and platform design define the end-to-end AI/ML reference architecture from Data injection through model serving and monitoring
Establish standards for data storage, access patterns, and lineage, including separation of raw, curate,d and feature ready data
Assess and define the need for shared platform capabilities such as feature stores, model registries, AIML catalogues, experiment tracking, design for scale across multiple business units with differing data sensitivity, regulatory, and operational needs
Define standard development, validation, and production environments for AIML workloads
Design a repeatable ML delivery pipeline covering model development and training, validation, approval, and promotion, deployment (batch and/or real time), monitoring drift detection and retraining, establish CI/CD (and continuous training where appropriate) best practices for ML systems
Define what production readiness means for AIML models, including testing and validation requirements, monitoring and alerting, rollback and incident response patterns, partner with security, legal, and compliance team to integrate governance without slowing delivery, ensure models are discoverable, auditable, and traceable across the environment and business units
Create a paved road for AI development shared standards, templates, and tooling that the business unit can use against, advise and enable product teams and engineering teams moving models from POC to production, help define the long-term operating model for AI/ML ownership across central platform teams and federated BU teams

Qualification

AI/ML architecture designMLOps governanceMachine learning deploymentData pipelinesFeature engineeringModel serving patternsCloud platformsCommunication skillsTeam collaborationProblem-solving

Required

15+ years of experience in software engineering, data platforms or ML engineering
5+ years of hands-on experience deploying machine learning systems into production
proven experience in designing AI/ML platform or MLOps architectures (not just individual models)
strong understanding of ML life cycle management data
Data pipelines and feature engineering
model serving patterns (batch, real-time, API's)
experience working across organizational boundaries (multiple business teams and units)
Ability to communicate architectural designs and decisions clearly to both technical and non-technical stakeholders

Preferred

Experience designing or operating features stores
model registries and experiment tracking platforms
AI governance and risk framework
familiarity with cloud, native ML platforms, and infrastructure (AWS, GCP, Azure, or similar)
Experience in monitoring teams and establishing standards at scale
background in a regulated or data-sensitive environment

Company

SRM Digital LLC

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We at SRM Digital are focused towards connecting businesses with top talent across various industries.

Funding

Current Stage
Early Stage
Company data provided by crunchbase