We are seeking a talented Full-Stack Engineer with a strong frontend focus to join our AI/ML development team in Singapore. This role is designed to support our machine learning engineers and backend services by creating intuitive, powerful interfaces for debugging, monitoring, demonstration, and data management. You will be instrumental in building tools that enhance our AI development workflow and provide clear visibility into our systems.
Responsibilities
Frontend Development (Primary Focus):
- Develop and maintain debugging interfaces for ML model development and experimentation
- Create monitoring dashboards and observability tools for production AI services
- Build demonstration interfaces and interactive prototypes for AI/ML capabilities
- Design and implement management consoles for system administration and configuration
- Develop data collection interfaces and visualization dashboards
- Customize annotation tools (based on open-source platform) and data labeling interfaces for ML training datasets
- Build user-friendly frontends for complex backend services and APIs
Full-Stack Support:
- Collaborate closely with ML engineers to understand requirements and translate them into intuitive interfaces
- Integrate frontend applications with existing Python-based backend services
- Assist in backend development tasks when frontend workload permits
- Support DevOps team with development tasks and tooling improvements
Required Technical Skills
Frontend Technologies (Core Requirements):
- Expert proficiency in TypeScript and JavaScript (ES6+)
- Strong experience with React and modern React patterns (Hooks, Context, etc.)
- Proficiency in Next.js framework for production applications
- Familiarity with frontend build tools and bundlers (Webpack, Vite, etc.)
Integration & API Skills:
- Experience with RESTful API integration and HTTP client libraries
- Understanding of WebSocket connections for real-time data
- Knowledge of data fetching patterns and caching strategies
- Experience with API documentation tools (Swagger/OpenAPI)
Development Tools & Practices:
- Proficiency with Git version control and collaborative development workflows
- Experience with modern development environments and tooling
- Understanding of testing frameworks for frontend applications
- Knowledge of performance optimization techniques for web applications
Nice-to-Have Skills
Backend Development:
- Basic Python development capabilities
- Understanding of backend service architecture and API design
- Familiarity with web frameworks like FastAPI or Flask
- Knowledge of database integration and data modeling concepts
Data & Analytics:
- Experience with Python data analysis libraries (pandas, numpy)
- Familiarity with data visualization libraries (matplotlib, plotly, D3.js)
- Understanding of data processing pipelines and ETL concepts
- Experience with Jupyter Notebooks for data exploration
AI/ML Tools Integration:
- Experience building interfaces for ML model deployment and monitoring
- Understanding of ML experiment tracking tools (MLflow, Weights & Biases, etc.)
- Familiarity with data annotation and labeling workflows
- Knowledge of model versioning and A/B testing interfaces
Additional Technical Areas:
- Experience with Docker for development environments
- Understanding of cloud platforms and deployment strategies
- Knowledge of monitoring and logging solutions integration
- Familiarity with CI/CD pipelines and automated testing
Qualifications
- Bachelor's degree in Computer Science, Engineering, or related field
- 3+ years of experience in frontend development with modern JavaScript frameworks
- Strong problem-solving skills and attention to detail
- Excellent communication skills and ability to work collaboratively with technical teams
- Experience working in fast-paced, iterative development environments
- Passion for creating user-friendly interfaces for complex technical systems
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