About the role
You make machine learning models dependable to train, deploy and monitor in production.
Key Responsibilities
- Build automated training, testing and deployment pipelines for models
- Run model serving on containers and Kubernetes
- Monitor model performance, drift and infrastructure cost
- Manage experiment tracking, model registries and data versioning
- Work with data scientists and DevOps engineers on shared standards
Required Skills
- Experience with Python, Docker and CI/CD
- Knowledge of a cloud platform such as AWS or Azure
- Understanding of the machine learning lifecycle
- Monitoring and troubleshooting skills
Nice to Have
- Experience with MLflow, Kubeflow or SageMaker
- Infrastructure as code with Terraform
Tools and technologies: Python; Docker and Kubernetes; CI/CD; MLflow or similar (nice to have)
How to prepare
- Be ready to describe how you would detect and respond to model drift
- Revise container basics and deployment pipelines
You make machine learning models dependable to train, deploy and monitor in production.
What you will do
- Build automated training, testing and deployment pipelines for models
- Run model serving on containers and Kubernetes
- Monitor model performance, drift and infrastructure cost
- Manage experiment tracking, model registries and data versioning
- Work with data scientists and DevOps engineers on shared standards
What we are looking for
- Experience with Python, Docker and CI/CD
- Knowledge of a cloud platform such as AWS or Azure
- Understanding of the machine learning lifecycle
- Monitoring and troubleshooting skills
Nice to have
- Experience with MLflow, Kubeflow or SageMaker
- Infrastructure as code with Terraform
Tools and technologies
- Python
- Docker and Kubernetes
- CI/CD
- MLflow or similar (nice to have)
How to prepare
- Be ready to describe how you would detect and respond to model drift
- Revise container basics and deployment pipelines
Apply for this role
Fill in the form and attach your resume. It goes straight to the Soch Tech team by email, and we reply to every application.
Questions?
Want to ask before you apply?
Email us and we will point you in the right direction.