ML Engineer - Python & LLM Pipelines + Equity Options

Permutable Technologies Limited; Greater London; Ibrido; GBP 65.000 - 90.000; Tempo pieno

Vantaggi offerti da questo lavoro

Equity options

Regular staff socials

Office treats

Descrizione del lavoro

Permutable Technologies Limited is seeking a Machine Learning Engineer in London to take models from experimentation to production. You'll craft production-grade ML pipelines, leverage Python, Airflow, and AWS infra, and collaborate closely with the founder and engineering team to shape system design and deployment.

Join a role focused on end-to-end ML lifecycle—from data prep and training through evaluation, deployment and monitoring—with emphasis on real-time processing and robust MLOps

Competenze

• Two to three years of professional AI/ML engineering experience.
• Strong Python skills and software engineering fundamentals.
• Hands-on experience building, training or fine-tuning machine learning models.
• Experience taking models or AI pipelines into production.
• Familiarity with MLOps practices, including CI/CD, containerisation, automated testing and monitoring.
• A grounding in computer science, engineering, machine learning, mathematics or a related discipline.
• Curiosity, initiative and the ability to work through unfamiliar problems.

Mansioni

• Build production LLM pipelines spanning data preparation, model training and fine-tuning, evaluation, deployment and monitoring.
• Improve model performance using Python and GPU infrastructure, evaluating architectures, latency and compute requirements.
• Make evaluation part of development; build repeatable evaluations and guide improvements.
• Orchestrate data and model workflows; build and maintain Airflow pipelines with monitoring and retries.
• Deploy and operate AI services; work with AWS services (Lambda, ECS/EKS, S3, Redshift) and supporting tools.
• Take responsibility for deployment, monitor production behavior and resolve issues with the team.
• Contribute to engineering decisions; test assumptions and help choose practical approaches.

Conoscenze

Python

Software engineering fundamentals

Testing

Version control

MLOps

CI/CD

Containerisation

Strumenti

Apache Airflow

Docker

GitHub Actions

Pulumi

AWS

Lambda

ECS/EKS

S3

Redshift

Descrizione del lavoro

Permutable Technologies Limited is seeking a Machine Learning Engineer in London to take models from experimentation to production. You'll craft production-grade ML pipelines, leverage Python, Airflow, and AWS infra, and collaborate closely with the founder and engineering team to shape system design and deployment.

Join a role focused on end-to-end ML lifecycle—from data prep and training through evaluation, deployment and monitoring—with emphasis on real-time processing and robust MLOps