Senior ML Engineer - Production GenAI & Full-Stack

Tech Skills Resources (part of the CPL Group)

Galway

On-site

EUR 120,000 - 180,000

Full time

4 days ago
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Job summary

Tech Skills Resources (part of the CPL Group) is seeking a Senior Machine Learning Engineer to integrate ML/GenAI into scalable, production-grade applications across the enterprise. You will partner with ML researchers, data scientists, and platform teams to turn prototypes into robust services and end-to-end systems.

The role emphasizes building full-stack solutions with strong software engineering foundations, including front-end, back-end, APIs, and ML-powered services, in an enterprise

Qualifications

  • Bachelors or Masters in Computer Science, Engineering, or related field.
  • 10+ years of professional software engineering experience (full stack, distributed systems, APIs, cloud).
  • 46 years working with machine learning or GenAI systems in production environments.
  • Experience designing and deploying RAG pipelines with embeddings and vector search.
  • Hands-on with vector databases: FAISS, Pinecone, Weaviate, Milvus, etc.
  • Experience with agentic frameworks such as LangChain, CrewAI, LangGraph, AutoGen.
  • Proficient in modern front-end frameworks (React/ Angular, or similar) and in building robust web applications.
  • Back-end development using Python (advanced) and one or more of: Node.js, Java, C#, or Go.
  • Familiarity with traditional ML models, their applications, and how to integrate them into products.
  • Cloud Platforms: AWS services such as S3, Lambda, ECS/EKS, SageMaker, API Gateway.
  • Databases: Oracle, Snowflake, vector DBs, and knowledge graphs (Neo4j, RDF/SPARQL).
  • Understanding of Responsible AI, data privacy, and ethical considerations in ML-driven systems.
  • Good to have: Experience with model monitoring, evaluation frameworks, and automated alerting.
  • Ability to communicate architectural decisions and technical concepts to non-technical partners.

Responsibilities

  • You build full-stack components APIs, UIs, services that bring ML and GenAI capabilities directly into business applications.
  • You create scalable, secure, and reliable platforms for RAG, model serving, and agentic applications.
  • You improve engineering productivity by providing reusable patterns, libraries, and frameworks for ML integration.
  • You help the organization understand where different model types (LLMs, embeddings, classifiers, etc.) best fit business challenges.
  • You collaborate closely with ML researchers, product teams, and cloud engineering to deliver measurable business impact.
  • You elevate the team by sharing best practices in architecture, coding, and ML-aware engineering

Skills

End-to-end engineering
Productizing ML
System design
ML/GenAI literacy
Agentic workflows
Observability engineering
Engineering rigor
Research & evaluation
Collaboration

Education

Bachelors or Masters in Computer Science, Engineering, or related technical field

Tools

FAISS
Pinecone
Weaviate
Milvus
LangChain
CrewAI
LangGraph
AutoGen
React
Angular
Python
Node.js
Java
C#
Go
AWS
SageMaker
Neo4j
RDF/SPARQL

Job description

Tech Skills Resources (part of the CPL Group) is seeking a Senior Machine Learning Engineer to integrate ML/GenAI into scalable, production-grade applications across the enterprise. You will partner with ML researchers, data scientists, and platform teams to turn prototypes into robust services and end-to-end systems.

The role emphasizes building full-stack solutions with strong software engineering foundations, including front-end, back-end, APIs, and ML-powered services, in an enterprise

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