Salary Range
SGD 60,000 - SGD 91,200 /year
SGD 5,000 - SGD 7,600/month
Skills Required
Machine LearningVersion ControlGitData WranglingPandasScalabilityPipelinesAmazon Web ServicesMarketingData EngineeringSQLPythonStatisticsData ScienceApache
Job Description
Key Responsibilities:
- Collaborate directly with business users and stakeholders to understand requirements and translate business problems into data science use cases.
- Analyse, clean, and prepare large, complex datasets for exploratory analysis and model development.
- Design and implement feature engineering, statistical analysis, and machine learning solutions to support business objectives.
- Develop, test, and validate data science models using Python and relevant data science libraries.
- Build scalable, production-ready data science solutions and support deployment into operational systems.
- Implement and maintain model deployment pipelines, including version control, CI/CD, and monitoring, in line with DevOps and ModelOps best practices.
- Monitor model performance, data drift, and operational metrics, and continuously optimise models in production.
- Work closely with data engineering and platform teams to leverage enterprise data platforms and cloud infrastructure.
Requirements:
- Strong proficiency in one or more data science domains, including:
- Feature engineering
- Statistical analysis
- Machine learning
- Optimisation techniques
- Strong proficiency in Python and common data science libraries (e.g. pandas, NumPy, scikit-learn, etc.).
- Proficiency in data wrangling and data processing tools and languages such as SQL and/or Apache Spark.
- Proven experience analysing large datasets and preparing data for data science and machine learning model development.
- Hands-on experience developing and deploying data science solutions into production environments.
- Working knowledge of DevOps / ModelOps principles, processes, and tools (e.g. Git, GitLab CI/CD).
- Experience working directly with users or stakeholders to iteratively deliver data science solutions aligned to business needs.
Preferred Skills:
- Experience building production-grade machine learning models, including:
- Model performance monitoring
- Model retraining pipelines
- Optimisation for scalability and reliability
- Domain experience or strong interest in marketing, advertising, or performance marketing analytics.
- Experience working with cloud platforms, preferably Amazon Web Services (AWS).
- Experience with enterprise data platforms and integrated analytics solutions, preferably Databricks.
- Experience in developing, deploying, or operating Generative AI / Large Language Model (LLM) solutions in production environments.
About BASE CAMP RECRUITMENT PTE. LTD.
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