opolskie /
Senior ML OPS Developer
2022-01-11
Avenga is a global IT and digital transformation champion. We deliver strategy, customer experience, solution engineering, managed services, software products and outsourcing services like: staff augmentation, team leasing and permanent employment.Together, we are more than 2500 professionals with over 20 years of experience. We are present in Europe, Asia and the USA.
Senior ML OPS Developer
Miejsce pracy: woj. opolskie
Nr ref.: LP/MLOPS/ZD/11
Nr ref.: LP/MLOPS/ZD/11
Development of ML Ops platform
- Design and implement automations to minimize the operational footprint of our MLOPs platform in operationalizing ML models
- Focus on improving reliability of our MLOPs platform by following best engineering practices and by supporting trouble-shooting effort
- Plan infrastructure resources and strategies to best support scalability requirements from different types of ML models
- Enable observability with state-of-art tools and solutions for our MLOPs platform users as well as for our own operational effort
Musthaves:
- Extensive handson DevOps experience in with Docker, Kubernetes, CI/CD tools (e.g. GitlabCI, ArgoCD, Kustomization, Helm), and shell script
- Experience with Service Mesh (e.g. istio), Cloud Infrastructure (e.g. preferably AWS), Monitoring and logging tool stacks (e.g. Grafana, Loki, Prometheus, ELK)
- Good knowledge about modern tools/solutions for authentication/authorization, secret management, and IT security
- Good communication skills and team player
Nicetohaves:
- Experience with Kubeflow
- Expereince in MLOps activities
- Good Python coding skills