Johannesburg: AWS MLOps Engineer (JHB) posted by Datafin
Posted on 2025-05-18 00:00:00
| Employer | Datafin |
|---|---|
| Category | Other IT/Computer |
| Location | Gauteng / Johannesburg |
Job Summary
Johannesburg – Gauteng – South Africa
- Architect and Deploy ML Solutions: Design and implement end-to-end ML pipelines on the AWS platform, ensuring scalability, reliability, and compliance with banking sector regulations.
- Model Training and Evaluation: Collaborate with data scientists to facilitate the training and evaluation of ML models, optimizing for accuracy and efficiency.
- Infrastructure Management: Build and manage infrastructure on AWS, including EC2 instances, S3 buckets, and other relevant services, adhering to the highest security standards required by the banking sector.
- Automation and Orchestration: Implement automation and orchestration tools to streamline ML workflows and enhance operational efficiency.
- Monitoring and Logging: Develop robust monitoring and logging mechanisms to track the performance of ML models in production, identifying and addressing issues proactively.
- Security and Compliance: Implement security best practices and ensure compliance with data protection regulations in ML workflows and infrastructure.
- Collaboration and Documentation: Work closely with cross-functional teams, providing technical expertise and documentation to support knowledge transfer.
- AWS Expertise: In-depth knowledge of AWS services, with a focus on those relevant to ML, such as SageMaker, Lambda, Glue, and others.
- MLOps Proficiency: Hands-on experience with MLOps practices, including model versioning, continuous integration, and continuous deployment (CI/CD) for ML.
- Programming Skills: Proficient in programming languages such as Python or C#, with the ability to write clean and efficient code for ML workflows.
- Containerization and Orchestration: Experience with containerization tools (Docker) and orchestration frameworks (Kubernetes) for deploying and managing ML applications.
- Infrastructure as Code (IaC): Familiarity with IaC tools like Terraform or AWS CloudFormation for automating infrastructure deployment.
- Monitoring and Logging Tools: Knowledge of monitoring and logging tools such as CloudWatch, ELK stack, or Prometheus for tracking ML model performance.
- 5 years of experience in MLOps or related roles 3 years of experience with AWS
- Bachelor’s or higher degree in Computer Science, Engineering, Statistics, or a related field.
- AWS Certified Machine Learning Specialty Certificate
- AWS Certified DevOps Engineer Professional
- Other relevant AWS certifications (e.g., Solutions Architect, Developer)
- Collaboration and Communication: Strong collaboration and communication skills to work effectively with cross-functional teams and clients.
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