StarHub
Linkedin · Posted 2mo ago
Software Engineer
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Indexed description
Job DescriptionRole Mission:To accelerate the delivery of AI/ML prototypes into production by writing clean, testable code and building scalable data pipelines.
Accountabilities:
- Code Quality & Delivery: Own the delivery of well-documented, unit-tested features for AI-powered applications.
- Data Pipeline Stability: Ensure the reliability of data ingestion and preprocessing workflows feeding into ML models.
- Model Integration: Bridge the gap between data science notebooks and production APIs/services.
- Design, develop, and maintain backend services and APIs to serve machine learning models in production.
- Write efficient code to transform, clean, and aggregate large datasets for model training and inference.
- Collaborate with Data Scientists to refactor prototype code (Python/notebooks) into production-ready modules.
- Implement logging, monitoring, and alerting for AI services to ensure high availability.
- Participate in code reviews and contribute to engineering playbooks for AI development standards.
- Troubleshoot production issues related to model latency, data drift, or system integration.
- Scope: Feature-level ownership within a specific AI squad (e.g., Search, Recommendations, GenAI Chatbot).
- Decision Rights: Authority to recommend tech stack improvements and refactoring strategies for assigned modules; escalation rights for production incidents.
- Stakeholders: Data Scientists, Product Managers, Tech Lead.
- Partners/Resources: Access to MLOps platform team, cloud infrastructure (AWS/GCP/Alicloud), and QA engineers.
- Project Proof: Successfully deployed at least one personal/academic project involving an API that serves an ML model (e.g., sentiment analysis API, image classification service).
- Impact Proof: Refactored a legacy script or notebook, reducing execution time by 20%+ or improving code coverage to 80%+ during an internship or academic research role.
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