... gateway patterns, and reference architectures consumed by all AI delivery towers and partner ... Machine Learning Lens), and applicable enterprise compliance baselines Agentic AI and LLM ...
... gateway patterns, and reference architectures consumed by all AI delivery towers and partner ... Machine Learning Lens), and applicable enterprise compliance baselines Agentic AI and LLM ...
AI / Machine Learning Development * Design, develop, and train machine learning and deep learning ... Architect orchestration patterns for planning, task decomposition, memory, context management, and ...
Quick apply
AI / Machine Learning Development * Design, develop, and train machine learning and deep learning ... Architect orchestration patterns for planning, task decomposition, memory, context management, and ...
AI Data Engineer Senior Consultant
Detroit, MI · On-site +1
$104.90K - $142.60K/yr
Deliver governed datasets and feature engineering and serving patterns for machine learning ... AI Data Engineer Senior Consultant Position Summary Our Deloitte Human Capital team transforms ...
AI Data Engineer Senior Consultant
Detroit, MI · On-site +1
$104.90K - $142.60K/yr
Deliver governed datasets and feature engineering and serving patterns for machine learning ... AI Data Engineer Senior Consultant Position Summary Our Deloitte Human Capital team transforms ...
AI Data Engineer Senior Consultant
Detroit, MI · On-site
$113.10K - $135.90K/yr
They are seeking an AI Data Engineer Senior Consultant to build and operate the data, features, and ... patterns for machine learning training and real-time inference, including online and offline ...
AI Data Engineer Senior Consultant
Detroit, MI · On-site
$113.10K - $135.90K/yr
They are seeking an AI Data Engineer Senior Consultant to build and operate the data, features, and ... patterns for machine learning training and real-time inference, including online and offline ...
AI Developer
Dearborn, MI · On-site
... patterns, trends, and relationships within complex datasets. Deploy and serve open-source LLMs using vLLM for production use cases. * Stay current with the latest advancements in AI, machine learning ...
AI Developer
Dearborn, MI · On-site
... patterns, trends, and relationships within complex datasets. Deploy and serve open-source LLMs using vLLM for production use cases. * Stay current with the latest advancements in AI, machine learning ...
... patterns that accelerate robotics AI across programs. This is a senior technical leadership role in robotics and machine learning infrastructure , focused on multimodal robotic datasets and ...
New
... patterns that accelerate robotics AI across programs. This is a senior technical leadership role in robotics and machine learning infrastructure , focused on multimodal robotic datasets and ...
New
This role focuses on leveraging advanced AI techniques such as deep learning, generative AI ... patterns, and make predictions from structured and unstructured data Interpret sensor data such as ...
This role focuses on leveraging advanced AI techniques such as deep learning, generative AI ... patterns, and make predictions from structured and unstructured data Interpret sensor data such as ...
This role focuses on leveraging advanced AI techniques such as deep learning, generative AI ... Generate recommendations, extract patterns, and make predictions from structured and unstructured ...
This role focuses on leveraging advanced AI techniques such as deep learning, generative AI ... Generate recommendations, extract patterns, and make predictions from structured and unstructured ...
AI Engineer (W2 Position)
Dearborn, MI · On-site
$50 - $55/hr
... patterns, make predictions, interpret sensor data (images, sound), orchestrate automation and ... Drive innovative applications of Artificial Intelligence tools and techniques such as deep learning ...
Quick apply
AI Engineer (W2 Position)
Dearborn, MI · On-site
$50 - $55/hr
... patterns, make predictions, interpret sensor data (images, sound), orchestrate automation and ... Drive innovative applications of Artificial Intelligence tools and techniques such as deep learning ...
Senior Engineer, AI
Novi, MI · On-site
$98K - $134.60K/yr
Artificial Intelligence & Machine Learning Worker Type Reference: Regular - Permanent Pay Rate Type ... patterns over structured and unstructured enterprise data. * Contribute to enterprise data and AI ...
Senior Engineer, AI
Novi, MI · On-site
$98K - $134.60K/yr
Artificial Intelligence & Machine Learning Worker Type Reference: Regular - Permanent Pay Rate Type ... patterns over structured and unstructured enterprise data. * Contribute to enterprise data and AI ...
Machine Learning Engineering Intern
Ann Arbor, MI · On-site
$25 - $35/hr
... AI, and defense technologies. We're reimagining the minerals supply chain by combining deep ... Analyze real-world datasets to identify patterns, anomalies, and optimization opportunities
Machine Learning Engineering Intern
Ann Arbor, MI · On-site
$25 - $35/hr
... AI, and defense technologies. We're reimagining the minerals supply chain by combining deep ... Analyze real-world datasets to identify patterns, anomalies, and optimization opportunities
AI Engineer
Warren, MI · On-site +1
Develop agentic workflows using modern design patterns for complex, multi-turn interactions ... Implement CI/CD pipelines for machine learning models to enable continuous delivery. Deploy models ...
AI Engineer
Warren, MI · On-site +1
Develop agentic workflows using modern design patterns for complex, multi-turn interactions ... Implement CI/CD pipelines for machine learning models to enable continuous delivery. Deploy models ...
... Learning, Neural Networks, NLP, Simulation, Design of Experiments). * Strong working knowledge of GCP and enterprise AI architecture patterns. * Expertise in open-source technologies such as Python ...
... Learning, Neural Networks, NLP, Simulation, Design of Experiments). * Strong working knowledge of GCP and enterprise AI architecture patterns. * Expertise in open-source technologies such as Python ...
Data & AI SCIENTIST
Auburn Hills, MI · On-site
... trends and patterns * Build predictive models and machine-learning algorithms * Writing and ... Facilitate the internal and external data science & AI network * Be a specialist on specific data ...
Data & AI SCIENTIST
Auburn Hills, MI · On-site
... trends and patterns * Build predictive models and machine-learning algorithms * Writing and ... Facilitate the internal and external data science & AI network * Be a specialist on specific data ...
... learning in manufacturing, collaborating with various teams to enhance AI capabilities ... and auditability patterns so teams can compare runs, reproduce results, and understand system ...
... learning in manufacturing, collaborating with various teams to enhance AI capabilities ... and auditability patterns so teams can compare runs, reproduce results, and understand system ...
AI Data Engineer
Southfield, MI · On-site
$105K - $126.10K/yr
... in learning agentbased patterns. * Use Git and CI/CD (e.g., GitHub/GitHub Actions) for source ... Experience building AI agentic workloads (e.g., Microsoft CoPilot Agents workflow automation, PR ...
AI Data Engineer
Southfield, MI · On-site
$105K - $126.10K/yr
... in learning agentbased patterns. * Use Git and CI/CD (e.g., GitHub/GitHub Actions) for source ... Experience building AI agentic workloads (e.g., Microsoft CoPilot Agents workflow automation, PR ...
... as deep learning, generative AI, natural language processing, image processing, cognitive ... patterns, make predictions, interpret sensor data (images, sound), orchestrate automation and ...
Quick apply
... as deep learning, generative AI, natural language processing, image processing, cognitive ... patterns, make predictions, interpret sensor data (images, sound), orchestrate automation and ...
AI Build Engineer Manager
Troy, MI · On-site
... conceptual patterns into validated, repeatable implementation blueprints. You are a hybrid ... Learning and development opportunities * Discount programs with various manufacturers and retailers
AI Build Engineer Manager
Troy, MI · On-site
... conceptual patterns into validated, repeatable implementation blueprints. You are a hybrid ... Learning and development opportunities * Discount programs with various manufacturers and retailers
AI Software Engineer III
$67 - $76/hr
Build cross-service controls and establish the patterns other engineers implement against ... learning. We offer quality career resources, training, certifications, development opportunities ...
AI Software Engineer III
$67 - $76/hr
Build cross-service controls and establish the patterns other engineers implement against ... learning. We offer quality career resources, training, certifications, development opportunities ...
... patterns/ recommendations from raw data, leveraging data science methodologies including Machine ... Demonstrated technical skills in data analytics, AI/ML, operations research, and/or optimization ...
Quick apply
... patterns/ recommendations from raw data, leveraging data science methodologies including Machine ... Demonstrated technical skills in data analytics, AI/ML, operations research, and/or optimization ...
Patterned Learning Ai information
What are the key skills and qualifications needed to thrive as a Machine Learning Engineer, and why are they important?
What are some typical challenges faced by Patterned Learning AI professionals in implementing AI-driven solutions within organizations?
What is Patterned Learning AI?
What is the difference between Patterned Learning Ai vs Data Scientist?
| Aspect | Patterned Learning Ai | Data Scientist |
|---|---|---|
| Required Credentials | Typically requires machine learning, AI, or computer science degrees; certifications in AI tools | Requires degrees in statistics, computer science, or related fields; often certifications in data analysis |
| Work Environment | Tech companies, AI startups, research labs focusing on AI development | Business, finance, healthcare, and tech sectors analyzing data for insights |
| Employer & Industry Usage | Used by AI-focused organizations developing intelligent systems | Employed across industries for data analysis, predictive modeling, and decision support |
Patterned Learning Ai primarily focuses on developing AI models and algorithms, often requiring specialized technical skills. Data Scientists analyze data to extract insights and inform business decisions. While both roles involve data and machine learning, Patterned Learning Ai is more centered on creating AI systems, whereas Data Scientists interpret data for strategic purposes.
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NTT Data rating
7.3
Based on 89 frontline employees who took The Breakroom Quiz
104th of 203 rated it services
Job description
Req ID: 372033
NTT DATA strives to hire exceptional, innovative and passionate individuals who want to grow with us. If you want to be part of an inclusive, adaptable, and forward-thinking organization, apply now.
We are currently seeking a AI Architect to join our team in Aubum Hills, Michigan (US-MI), United States (US).
Job Description:
Platform Architecture and Governance
• Design the enterprise AI platform architecture spanning the LLM API gateway, GPU and compute allocation pools, sandbox provisioning, model registry, and security gate automation
• Define infrastructure standards, API gateway patterns, and reference architectures consumed by all AI delivery towers and partner integrations
• Establish guardrails for token metering, rate limiting*** audit logging, DLP validation, SAST, DAST, dependency scanning, and model card review embedded in CI/CD
• Review security posture across all AI workloads with mapping to NIST AI RMF, AWS Well-Architected (including the Machine Learning Lens), and applicable enterprise compliance baselines
Agentic AI and LLM Engineering
• Architect multi-agent systems using LangGraph, LangChain, and Model Context Protocol (MCP) for complex workflow orchestration, planning, and tool use
• Define patterns for ReAct, Chain-of-Thought, Tree-of-Thoughts, and agent-to-agent coordination across enterprise and customer-facing use cases
• Design and optimize Retrieval-Augmented Generation (RAG) systems, embedding strategies, and semantic search across structured and unstructured enterprise data
• Establish MLOps and AgentOps practices for deployment, evaluation, observability, and continuous improvement of agents and models in production
AWS-Native Implementation
• Architect solutions on Amazon Bedrock, Amazon SageMaker, Amazon Q, Bedrock Agents, and Bedrock Knowledge Bases
• Define infrastructure patterns using Amazon EKS, AWS Lambda, ECS Fargate, API Gateway, EventBridge, SNS/SQS, Kinesis, S3, DynamoDB, Aurora, Redshift, Athena, OpenSearch, and Kendra
• Establish CloudFormation and AWS CDK templates and Terraform modules for isolated VPC sandboxes provisioned per project and per third-party partner
• Implement observability and FinOps using CloudWatch, AWS Cost Explorer, AWS Budgets, and chargeback reporting by team, project, and model
Salesforce and SaaS AI Integration
• Define integration architecture with Salesforce Agentforce, Einstein, Data Cloud, and Service Cloud, including Apex, Flow, and Platform Event integration patterns with AWS-hosted agents and APIs
• Establish governance over enterprise SaaS AI licenses, including usage tracking, renewal governance, and redundancy elimination across business units
• Architect cross-system identity, authorization, and data exchange patterns spanning Salesforce, AWS, and partner endpoints
Stakeholder and Delivery Leadership
• Partner with AIDO leadership, delivery tower leads, security, compliance, procurement, and program management to ensure platform adoption and consistent operating standards
• Produce enterprise-grade architecture artifacts, decision records, and operating model documentation suitable
• Mentor engineers across delivery towers and partner teams; lead architecture reviews and technical due diligence on partner-built systems
Core AI Frameworks
• Expert proficiency with LangGraph, LangChain, and agent orchestration frameworks
• Deep experience with Amazon Bedrock, SageMaker, and Amazon Q, including Bedrock Agents and Knowledge Bases
• Hands-on experience with Model Context Protocol (MCP), function calling, tool use, and structured output patterns
• Strong command of prompt engineering, evaluation harnesses, fine-tuning, and model optimization
• Working knowledge of transformer architectures, attention mechanisms, and multi-modal systems
Machine Learning
• Classical ML (regression, tree-based ensembles, gradient boosting, clustering) and deep learning (CNNs, RNNs, transformers) across supervised, unsupervised, and reinforcement paradigms; feature engineering, hyperparameter optimization, cross-validation, drift detection, and model evaluation;
• end-to-end ML lifecycle on SageMaker spanning data preparation, training, deployment, monitoring, and retraining.
AWS Platform
• SageMaker (Studio, Pipelines, Model Registry, Inference), Bedrock, EKS, Lambda, ECS Fargate, API Gateway, Step Functions
• S3, DynamoDB, Aurora, Redshift, Athena, OpenSearch, Kendra
• EventBridge, SNS/SQS, Kinesis, MSK
• CloudWatch, X-Ray, CloudTrail, AWS Config, GuardDuty, Macie, Security Hub
• IAM, KMS, PrivateLink, VPC design, and AWS Organizations governance
Salesforce and Enterprise SaaS
• Salesforce Agentforce, Einstein, Data Cloud, Service Cloud, and Sales Cloud integration patterns
• Apex, Flow, Platform Events, and REST/Bulk API integration with external AI services
• Familiarity with enterprise identity providers, SSO, OAuth, and SCIM provisioning across SaaS estates
Programming and Development
• Advanced Python with deep FastAPI experience for scalable, async API development
• Java proficiency sufficient to integrate with existing enterprise backend services
• Strong CI/CD background using AWS CodePipeline, CodeBuild, GitHub Actions, and Infrastructure as Code via Terraform and AWS CDK
• Containerization with Docker and orchestration with Kubernetes (EKS)
Data and Vector Systems
• Vector store architectures using OpenSearch, Bedrock Knowledge Bases, Pinecone, Weaviate, or Chroma
• Embedding model selection, hybrid search, and reranking strategies
• Graph database experience (Amazon Neptune, Neo4j) for knowledge representation
• Data ingestion, masking, synthetic data generation, and DLP validation pipelines"
Basic Qualifications:
• 20+ years in software engineering with 5+ years focused on AI/ML systems
• 3+ years hands-on experience architecting and shipping production LLM and agentic AI applications
Preferred Qualifications:
• Demonstrated success leading enterprise-scale AI platform builds with measurable business outcomes
• Track record architecting scalable cloud-native systems on AWS in regulated or large-enterprise environments
• Experience leading technical teams, mentoring engineers, and engaging executive stakeholders
Education:
• Bachelor''s or Master''s degree in Computer Science, AI/ML, or a related technical field
• AWS Certified Solutions Architect Professional or AWS Certified Machine Learning Specialty preferred
• Salesforce Certified AI Associate, AI Specialist, or Application Architect credentials is a plus
About NTT DATA:
NTT DATA is a $30 billion trusted global innovator of business and technology services. We serve 75% of the Fortune Global 100 and are committed to helping clients innovate, optimize and transform for long term success. As a Global Top Employer, we have diverse experts in more than 50 countries and a robust partner ecosystem of established and start-up companies. Our services include business and technology consulting, data and artificial intelligence, industry solutions, as well as the development, implementation and management of applications, infrastructure and connectivity. We are one of the leading providers of digital and AI infrastructure in the world. NTT DATA is a part of NTT Group, which invests over $3.6 billion each year in R&D to help organizations and society move confidently and sustainably into the digital future. Visit us at us.nttdata.com
NTT DATA endeavors to make accessible to any and all users. If you would like to contact us regarding the accessibility of our website or need assistance completing the application process, please contact us at This contact information is for accommodation requests only and cannot be used to inquire about the status of applications. NTT DATA is an equal opportunity employer. Qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability or protected veteran status. For our EEO Policy Statement, please click here. If you’d like more information on your EEO rights under the law, please click here. For Pay Transparency information, please click here.
About NTT DATA
Sourced by ZipRecruiter
NTT DATA Services is a global business and IT services provider specializing in digital, cloud and automation across a comprehensive portfolio of consulting, applications, infrastructure and business process services. We are part of the NTT family of companies, a partner to 85 % of the Fortune 100.
Industry
It services
Company size
10,000+ Employees
Headquarters location
Plano, TX, US
Year founded
1967