Our company has multiple projects. All of them require the conversion of ML models into production-quality microservices.
You will have the opportunity to learn and get practical experience with Vertex AI – cutting-edge Google’s platform for AI/ML development and operations.
You will
- Work with subject matter experts from airlines to identify opportunities for leveraging data to deliver insights and actionable predictions of customer behavior and operations performance
- Assess the effectiveness and accuracy of new data sources, data gathering, and forecasting techniques
- Develop custom data models and algorithms to apply to data sets and run proof of concept studies
- Leverage existing Statistical and Machine Learning tools to enhance in-house algorithms
- Collaborate with software engineers to implement and test production quality code for AI/ML models
- Develop processes and tools to monitor and analyze data accuracy and model performance
- Demonstrate software to customers and perform value-proving benchmarks. Calibrate software for customer needs and train customers for using and maintaining software
- Resolve customer complaints with software and respond to suggestions for enhancements
- At least 5 years of experience in software engineering in general, and at least 2 years with MLOps
- MLOps experience within the enterprise CI/CD process to implement our CI/CD for ML models
- Experience deploying ML APIs in production environments in GCP using GKE Kubernetes Service
- Experience in using GCP Vertex AI for ML and BigQuery for Datawarehouse
- Knowledge of Terraform and Containers technologies
- Experience writing data processing jobs using GCP Dataflow and Dataproc
- Experience setting up ML model monitoring and autoscaling for ML prediction jobs
- Understanding of machine learning concepts to scale ML across different services by leveraging Feature Store, Artifacts Registry
- The budget is up to 150 PLN/h on B2B or 17 400 PLN on a standard work agreement
- Possibility to attend internal and external training
- Relocation package (4500 PLN total value), paid in three installments (1500 PLN per month)
- Referral bonus (2000 PLN total value)
- Benefits: Extended medical care (over 2000 medical facilities in Poland, 80 in Kraków) for you and your family; Multisport Benefit card; life insurance
- Remote work option