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Published: 2025-10-09  •  Mexico, Central America (country)
AI
Supervised Learning
Unsupervised Learning
LLM
DevOps
AWS
ML Engineer
Data science
Search
NLP
Architect
Python
Prompt Engineer
Computer Vision
Cloud
Solutions Architect
Remote
Full-time

Caylent is a cloud native services company that helps organizations bring the best out of their people and technology using Amazon Web Services (AWS). We provide a full-range of AWS services including workload migrations and modernization, cloud native application development, DevOps, data engineering, security and compliance, and everything in between.

At Caylent, our people always come first.  We are a global company and operate fully remote with employees in Canada, the United States, and Latin America. We celebrate the culture of each of our team members and foster a community of technological curiosity. Come talk to us to learn more about what it means to be a Caylien!

We are seeking a highly skilled Machine Learning Architect to join our Machine Learning practice at Caylent. This role is designed for a technical leader who can architect complex ML solutions, lead client engagements, and drive strategic technical initiatives while providing expert guidance to engineering teams and shaping the technical direction of machine learning projects.

Key Responsibilities

Company-Wide Competencies

Communication

  • Collaborate effectively and align work with others across multiple teams and stakeholders
  • Proactively share updates and gather feedback for alignment on complex initiatives
  • Encourage open discussions and value differing perspectives in technical decision-making
  • Lead conversations with clients in engagements, providing technical expertise and guidance

Customer Experience

  • Proactively identify and address customer issues or opportunities before they become problems
  • Recognize differences between ideal and practical solutions, charting a path for customers to achieve their goals
  • Provide strategic technical consultation that drives customer success

Teamwork

  • Actively promote knowledge sharing and create a culture of learning within the team
  • Provide constructive feedback that inspires growth and development in others
  • Take on formal mentoring or coaching roles to develop team members' potential
  • Demonstrate keen awareness of when to seek assistance and proactively seek help to overcome challenges

Caylent Values

  • Be an exceptional partner: Set high standards for performance and consistently deliver exceptional results, exceeding expectations
  • Stay Curious: Drive innovation and identify new opportunities for growth and development, using new knowledge to forge opportunities
  • Rise Together: Lead by example and inspire others to exceed expectations, creating a culture of collaboration
  • Lead By Example: Drive organizational change and inspire others to think innovatively, empowering disruption

Technical Competencies

Machine Learning Domain Expertise

Core Foundation (Required):

  • Traditional ML & Data Science: Deep expertise in end-to-end ML project lifecycle with proven ability to architect solutions across some of the areas such as supervised learning, unsupervised learning, deep learning, computer vision, NLP, time series analysis, and statistical modeling at enterprise scale
  • Experience designing feature engineering frameworks, model evaluation strategies, and production inference architectures for complex business requirements

Specialization Areas (Deep expertise required in at least 2 of the following):

  • MLOps & Platform Engineering: Architect and implement enterprise ML platforms with multi-environment deployment strategies, design comprehensive model governance frameworks with automated versioning and approval workflows, establish organization-wide experiment tracking and collaboration systems, create cost-optimized training infrastructure with intelligent auto-scaling capabilities, and develop enterprise-grade CI/CD processes with advanced monitoring and rollback mechanisms
  • Generative AI & LLM Applications: Architect  and implement high-availability LLM serving infrastructures with load balancing and failover mechanisms, design advanced prompt optimization systems with A/B testing and performance analytics frameworks, establish sophisticated fine-tuning pipelines with comprehensive model comparison and evaluation capabilities, create enterprise token usage optimization and cost management systems, and design LLM integration architectures for complex enterprise applications
  • RAG & Knowledge Systems: Architect  and implement multi-modal RAG systems that intelligently handle documents, images, and structured data sources, design enterprise knowledge management platforms with hierarchical access controls and governance frameworks, establish advanced semantic search architectures with hybrid retrieval strategies and performance optimization, create intelligent document understanding pipelines with automated metadata extraction and content classification, and design knowledge integration systems for complex enterprise data ecosystems
  • AI Agents & Conversational Systems: Architect  and implement multi-agent orchestration systems with sophisticated task delegation and coordination mechanisms, design conversation management platforms with advanced context persistence and user session management, create complex workflow automation frameworks with human-in-the-loop capabilities and intelligent escalation, establish enterprise chatbot infrastructures with advanced reasoning capabilities and comprehensive tool integration, and design conversational analytics platforms with performance optimization and user experience enhancement

AWS Cloud & Machine Learning Expertise

  • Expert with architectural design capabilities across the AWS ecosystem with the ability to transform business problems into scalable AWS-native ML solutions
  • Large-Scale System Design: Architect distributed processing systems using EMR, Batch, and Step Functions for enterprise-scale ML workflows
  • ML System Evaluation & Observability: Design comprehensive evaluation frameworks, monitoring systems, and alerting infrastructure for production ML systems
  • Enterprise Integration: Design ML solutions that integrate seamlessly with existing enterprise software, APIs, and security frameworks
  • Multi-account strategies and organizational AWS standards

General Technical Skills

  • Advanced software engineering practices including system design, architectural patterns, and technical leadership
  • Design and implement complex CI/CD pipelines and comprehensive Infrastructure as Code strategies
  • Advanced containerization and orchestration architectures
  • Deep understanding of distributed systems, databases, and data processing architectures
  • Strong problem-solving and analytical skills with the ability to make strategic technical decisions
  • Expert-level proficiency in Python with an architectural-level understanding of software design patterns

Required Qualifications

  • Master's degree in Computer Science, Engineering, Data Science, or related field, or equivalent experience
  • 5-7 years of experience in machine learning, data science, or related fields
  • Proven track record of architecting and delivering complex ML solutions at enterprise scale
  • Strong leadership experience with the ability to guide technical teams and influence strategic decisions
  • Experience with client-facing roles and technical consultation
  • Demonstrated ability to translate business requirements into technical solutions
  • Excellent communication skills with the ability to present to senior leadership and technical stakeholders

Preferred Qualifications

  • AWS Machine Learning Specialty and Solutions Architect certifications
  • Previous consulting or professional services experience
  • Experience with generative AI and LLM architecture design
  • Published research or thought leadership in machine learning
  • Experience with regulatory compliance and governance frameworks for AI systems

Career Growth This position offers progression paths to Senior Machine Learning Architect and Principal Architect levels within our Machine Learning practice. Architects are expected to drive technical strategy, lead large-scale engagements, and contribute to Caylent's thought leadership in the ML space while building and mentoring high-performing technical teams.

Benefits 
  • 100% remote work
  • Medical Insurance for you and eligible dependents
  • Generous holidays and flexible PTO
  • Competitive phantom equity
  • Paid for exams and certifications
  • Peer bonus awards
  • State of the art laptop and tools
  • Equipment & Office Stipend
  • Individual professional development plan
  • Annual stipend for Learning and Development
  • Work with an amazing worldwide team and in an incredible corporate culture

This role may require up to 25% travel, depending on business needs.

NOTE: We’re unable to provide visa sponsorship now or at any time in the future.

At Caylent, we are committed to fair, transparent, and inclusive hiring practices. As part of our recruitment process, we may use artificial intelligence (AI) tools or automated systems to assist with the screening and evaluation of applications to help match candidate qualifications with job requirements.
These tools are designed to support — not replace — human decision-making. Final hiring decisions are always made by our trained recruitment professionals.
If an AI or automated tool is used during your application process, it will only be in accordance with applicable laws and regulations, and your information will be handled in a secure and confidential manner.
If you have any questions, please contact [email protected] 

Caylent is a place where everyone belongs. We celebrate diversity and are committed to creating an inclusive environment for all employees. Our approach helps us to build a winning team that represents a variety of backgrounds, perspectives, and abilities. So, regardless of how your diversity expresses itself, you can find a home here at Caylent.  

We are proud to be an equal opportunity employer. We prohibit discrimination and harassment of any kind based on race, color, religion, national origin, sex (including pregnancy), sexual orientation, gender identity, gender expression, age, veteran status, genetic information, disability, or other applicable legally protected characteristics. If you would like to request an accommodation due to a disability, please contact us at [email protected].
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