Research Engineer (1-year contract), SCIS
Research Engineer (1-year contract), SCIS
Singapore Management UniversityFresher
- Posted 19 hours ago
- Be among the first 10 applicants
Job Description
Responsibilities
- This position is for School of Computing and Information Systems (SCIS).
- Build and maintain end-to-end data pipelines, including data ingestion, cleaning, validation, feature engineering, and dataset versioning.
- Develop and manage research codebases for optimization and machine learning experiments, ensuring reproducibility and scalability.
- Implement optimization algorithms (e.g., LP/MIP, heuristics, decomposition methods, simulation-based approaches) and integrate them with learning components.
- Develop internal tools (e.g., APIs, evaluation frameworks, benchmarking pipelines, dashboards) to support research workflows.
- Support large-scale experimentation, including performance optimization, parallelization, and reproducibility.
- Collaborate closely with researchers to translate conceptual models into robust, reusable implementations
- Other duties as assigned.
- Bachelor's or Master's degree in Computer Science, Software Engineering, Industrial Engineering, Data Science, Operations Research, or a related field.
- Strong programming skills in Python; experience with production-quality code (testing, modular design, version control).
- Experience building data and/or machine learning pipelines (e.g., pandas, SQL, workflow tools).
- Experience implementing algorithms and running large-scale experiments.
- Familiarity with Linux environments, Git, and reproducible workflows (e.g., conda, Docker).
- Proficiency in using AI tools to support development and experimentation.
- Strong problem-solving, communication, and collaboration skills.
- Preference for candidate who is familiar with
- Optimization tools (e.g., Gurobi, CPLEX, OR-Tools, Pyomo, cvxpy, JuMP)
- Experience with ML frameworks (e.g., PyTorch, TensorFlow, JAX) and experiment tracking tools (e.g., MLflow, Weights & Biases)
- Experience with cloud or HPC environments and parallel computing frameworks (e.g., Ray, Dask, MPI)
- Experience developing internal research tools (e.g., benchmarking systems, evaluation pipelines, dashboards).
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Key Skills
About Company
Skills:
Jax, Sql, Tensorflow, Git, Pandas, Pytorch, Linux, Docker, Python, Weights Biases, cvxpy, MPI, CPLEX, conda, Pyomo, Ray, MLflow, OR-Tools, JuMP, Dask, Gurobi
Skills:
geospatial analysis , vehicle routing , Java, Git, Web development, Automated Testing, Python, exact optimisation, SimPy, OpenStreetMap data, GeoPandas, operations research methods, Discrete-event simulation, facility location, NetworkX, set covering