Job Description
About the Role
DataFin Recruitment is seeking a passionate Machine Learning Engineer (MLOps focus) to power instant lending decisions in a fast-paced FinTech company. The ideal candidate will bridge the gap between Data Science and reliable production systems, ensuring models drive credit risk, portfolio management, and lifecycle decisioning with minimal human intervention.
Key Responsibilities
- Take models from Data Scientists (notebooks, prototypes) and productionize them into scalable APIs and pipelines.
- Build CI or CD pipelines for ML: automated testing, validation, deployment, rollback.
- Implement monitoring for data drift, model drift, and performance decay with automated alerts and retraining triggers.
- Maintain reproducible environments for training and inference (Docker, SageMaker, Lambda, Step Functions).
- Design AWS-native ML infrastructure optimized for cost and scale (ECS or EKS, SageMaker, Lambda, Glue, Step Functions, S3).
- Build ETL or ELT pipelines that prepare structured and nested JSON data from PostgreSQL (BI reporting) and other sources.
- Ensure models integrate seamlessly into real-time decisioning engines.
- Collaborate with Backend Engineers (Node.js or JavaScript) to integrate ML services into production systems.
- Build microservices & APIs for inference, feature engineering, and data transformations.
- Ensure low-latency, fault-tolerant services for real-time lending decisions.
Requirements
- Postgraduate Degree in a numerate discipline such as Statistics, Mathematics, Software Engineering, Computer Science, or a related field.
- Relevant AWS Certifications (e.g., AWS Certified Machine Learning Specialty, AWS Solutions Architect).
- MLOps-related Certifications or professional courses (e.g., Coursera, Udacity, or equivalent).
Qualifications
No qualifications mentioned in the original job description.
Salary & Benefits
Salary information not mentioned in the original job description.
How to Apply
Click the green “Go Apply” button below to apply directly online with the employer.
About Other Finance/Accounting Jobs in Western Cape
In the Western Cape, the finance and accounting profession is a thriving industry with a strong demand for skilled professionals. Typically, the job market trends indicate a steady growth in the need for finance and accounting expertise across various sectors. This is often driven by the increasing importance of financial management, regulatory compliance, and data-driven decision-making in businesses.
When it comes to salaries, it’s common to see broad ranges varying depending on factors like experience, company size, and industry sector. Generally, entry-level positions can expect salaries ranging from R250 000 to R400 000 per annum, while senior roles may command salaries between R600 000 and R1 200 000 or more, depending on the individual’s qualifications and level of expertise.
Common skills required for finance and accounting roles in Western Cape include proficiency in financial software such as QuickBooks, Xero, or SAP; strong analytical and problem-solving skills; excellent communication and interpersonal skills; attention to detail and organisational abilities; knowledge of tax laws and regulations; and experience with budgeting and forecasting tools. Typically, a degree in commerce, accounting, or a related field is also essential.
Industry sectors commonly employing finance and accounting professionals include the financial services sector, technology industry, manufacturing sector, and corporate organisations. These roles often involve providing financial guidance, managing budgets, preparing financial reports, and ensuring compliance with regulatory requirements.
For those looking to advance their careers in finance and accounting, career development opportunities abound. Typically, experienced professionals can move into senior management positions or pursue specialisations like forensic accounting, audit, or financial planning. Others may choose to transition into related fields like business consulting, investment banking, or entrepreneurial ventures. With continuous learning and professional development, finance and accounting professionals in Western Cape can enjoy a rewarding and challenging career with opportunities for growth and advancement.
This information provides general career guidance. Actual salaries and requirements vary by employer.
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