drjobs AWS MLOps Engineer JHB

AWS MLOps Engineer JHB

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1 Vacancy
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Job Location drjobs

Johannesburg - South Africa

Monthly Salary drjobs

Not Disclosed

drjobs

Salary Not Disclosed

Vacancy

1 Vacancy

Job Description

DataFin was established in 1999. We pride ourselves on the fact that we have established relationships with industry leaders and a vast majority of our business is repeat business.

Duties & Responsibilities

ENVIRONMENT:

An Information Technology and Business Consulting Company offering specialized solutions to both large and small enterprises across the private and public sectors is seeking a highly skilled AWS MLOps Engineer. The ideal candidate will have at least 3 years of experience with AWS and a minimum of 5 years working in Machine Learning. In this role the AWS MLOps Engineer will be responsible for designing implementing and maintaining machine learning solutions on the AWS platform. This position involves collaborating with crossfunctional teams to deploy and operationalize ML models ensuring smooth integration into client environments.

DUTIES:

  • Architect and Deploy ML Solutions: Design and implement endtoend 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 crossfunctional teams providing technical expertise and documentation to support knowledge transfer.

REQUIREMENTS:

  • AWS Expertise: Indepth knowledge of AWS services with a focus on those relevant to ML such as SageMaker Lambda Glue and others.
  • MLOps Proficiency: Handson 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.

Minimum Experience:

  • 5 years of experience in MLOps or related roles 3 years of experience with AWS

Education Requirements:

  • Bachelors or higher degree in Computer Science Engineering Statistics or a related field.

Advantageous:

  • AWS Certified Machine Learning Specialty Certificate
  • AWS Certified DevOps Engineer Professional
  • Other relevant AWS certifications (e.g. Solutions Architect Developer)

ATTRIBUTES:

  • Collaboration and Communication: Strong collaboration and communication skills to work effectively with crossfunctional teams and clients.

While we would really like to respond to every application should you not be contacted for this position within 10 working days please consider your application unsuccessful.

COMMENTS:

When applying for jobs ensure that you have the minimum job requirements. Only SA Citizens will be considered for this role. If you are not in the mentioned location of any of the jobs please note your relocation plans in all applications for jobs and correspondence. Apply here email a Word copy of your CV to and mention the reference number of the job.

Employment Type

Full-Time

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