Machine Learning Engineer
2 tygodni temu
We foster a dynamic culture rooted in strong engineering, a sense of ownership, and transparency, empowering our team. As part of the expanding VirtusLab Group, we offer a compelling environment for those seeking to make a substantial impact in the software industry within a forward-thinking organization.
About the role
Join our team to drive business innovation with production-ready machine learning pipelines. You will play a key role in deploying and maintaining ML workflows, leveraging Azure for cloud computing and on-prem clusters for ETLs. Collaborating closely with Data Scientists, you will contribute to AI-powered projects while shaping the organization’s technical culture.
Python: Expert
Docker: Advanced
Azure: Advanced
GitHub Actions: Advanced
AzureML, Web Apps , AirFlow: Nice to have
Spark: Nice to have
Dashboarding / visualization skills: Nice to have
Exposure to other programming technologies: Nice to have
Project
Pricing team
Project Scope
We provide price optimisation solutions in close collaboration with a major UK retailer’s data science team. Together, we build projects to enable quick exploration and productionisation of the ML models and respective optimisation algorithms in a hybrid-cloud environment. The end goal is to provide APIs for the optimiser to solve pricing class problems across multiple business domains.
What you will do
Implementation of the end-to-end Machine Learning Lifecycle, starting from data preparation over experimentation to continuous monitoring of data and models in production
PySpark data pipelines to load and transform large amounts of data to produce smaller, significant features used in modelling and analytics.
Provisioning all cloud resources that support the model development in AzureML with IaC using Terraform.
The selection of the best architectural patterns to solve business problems.
Building robust and maintainable code in the cloud and on-prem to bring models fast and reliably to production.
Establishing a mature DevOps culture and working on solutions that are reusable in multiple business domains.
Tech Stack
Python (pySpark, Airflow, Azure SDK), Spark K8S cluster, Azure ML and IaC with Terraform, CI/CD with GitHub Actions, Docker
Challenges
There are many pricing problems in the global retailer world which share similar structures and constraints. We focus on building robust solutions that are reusable across multiple domains, leveraging a hybrid on-prem and cloud infrastructure, and ensuring top quality while maintaining quick iterations.
Team
The core engineering team consists of 5-6 talented people in Poland. We collaborate closely with the client’s product management and data science team.
What we expect in general:
The ability to work in hybrid model from Krakow office is a must (1 day per month).
Hands-on experience in deploying Python projects.
Strong experience in writing high-quality Python code.
Experience with orchestration tools such as Airflow.
Knowledge of Spark or other distributed data processing tools.
Experience with Kubernetes ecosystem as a user.
Strong experience in Azure and Docker
Ability to work in a team and participate in the design process.
Good command of English (B2/C1).
Strong communicator
Team player with mentoring ability
Proactive and responsible
Strategic thinker with big-picture perspective
Seems like lots of expectations, huh? Don’t worry You don’t have to meet all the requirements.What matters most is your passion and willingness to develop. Apply and find out
A few perks of being with us
Building tech community
Flexible hybrid work model
Home office reimbursement
Language lessons
MyBenefit points
Private healthcare
Training Package
Virtusity / in-house training
And a lot more
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