Software Engineer (Machine Learning)
Cape Town, Western Cape, ZA
ZAR 576K-650K (estimate) Senior-level Full Time
Tasks
- Apply ML model lifecycle training evaluation deployment monitoring
- Build model serving patterns and APIs
- Collaborate with Product and Design on requirements
- Deliver features and models to production
- Design and implement ML pipelines and data workflows
- Implement monitoring, logging, and alerting
- Improve team development testing and operational practices
- Maintain code quality and coding standards
- Manage data versioning feature stores ML metadata
- Mentor junior engineers and provide feedback
- Orchestrate data pipelines and workflows
- Own ML and data features end to end
- Participate in on-call rotations and incident response
- Perform code reviews and provide feedback
- Solve issues across codebase and data and ML components
- Support incident postmortems and prevention
- Write and maintain robust tested code
Perks/Benefits
- N/A
Skills/Tech-stack
APIs | AWS | Alerting | Auto Scaling | Cloud Computing | Code Reviews | Containers | Data Pipelines | Data Versioning | Databases | Distributed Systems | Feature Stores | Incident Management | Logging | ML metadata | ML metadata management | Machine Learning | Metadata Management | Model Serving | Monitoring | On-Call | PyTorch | Python | Scalable Architecture | Scikit-learn | Serverless | TensorFlow | VPC | Workflow Orchestration
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