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Cape Town City Centre: Machine Learning Engineer

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Job Description

PBT Group is seeking a highly skilled Machine Learning Engineer to design, build, and deploy scalable machine learning solutions across complex data environments. The successful candidate will work closely with data scientists, data engineers, and business stakeholders to operationalise machine learning models, optimise data pipelines, and contribute to the continuous improvement of advanced analytics solutions. This role requires a blend of strong data engineering expertise, applied machine learning knowledge, and cloud-based solution experience. Key Responsibilities Design, develop, and deploy machine learning models into production environments. Build and maintain end-to-end ML pipelines for data ingestion, transformation, feature engineering, model training, and inference. Collaborate with data scientists to move models from experimentation to production. Optimise model performance and ensure scalability, reliability, and monitoring of ML systems. Implement MLOps best practices , including CI/CD automation, version control, model tracking, and reproducibility. Work with data engineers to ensure robust data quality, governance, and accessibility. Research and experiment with emerging AI/ML techniques and tools to enhance capabilities. Document processes and provide technical guidance to cross-functional teams. Technical Skills & Experience Programming: Strong proficiency in Python (NumPy, Pandas, Scikit-learn, TensorFlow, PyTorch). ML Lifecycle Management: Experience with MLflow , Kubeflow , SageMaker , or similar platforms. Data Pipelines: Solid understanding of ETL/ELT processes and tools such as Airflow , Spark , or Databricks . Cloud Platforms: Hands-on experience with AWS , Azure , or GCP (data and AI services). Databases: Strong SQL skills and experience with both relational and NoSQL data stores. Model Deployment: Experience deploying ML models via APIs , containers (Docker, Kubernetes) , or cloud endpoints. Version Control & CI/CD: Git, Jenkins, or GitHub Actions. Bonus: Exposure to Deep Learning , NLP , or Computer Vision frameworks. Soft Skills Strong problem-solving and analytical skills. Excellent communication and collaboration with both technical and business stakeholders. Proactive and curious mindset, with the ability to learn and adapt quickly. Strong documentation and presentation abilities. Minimum Qualifications Bachelor’s or Master’s degree in Computer Science , Data Science , Statistics , Applied Mathematics , or a related field. 3 years of experience in applied machine learning or AI solution development. Proven track record of delivering production-ready ML models in real-world environments. * In order to comply with the POPI Act, for future career opportunities, we require your permission to maintain your personal details on our database. By completing and returning this form you give PBT your consent * If you have not received any feedback after 2 weeks, please consider you application as unsuccessful.
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Cape Town City Centre: Machine Learning Engineer

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Job Description

Purpose Statement To enable Data Scientists and Decision Scientists to do work more efficiently; build, implement, improve and support platform improvements which will support delivery of the AI strategy. To collaborate in creating and delivering the AI strategy to ensure the Bank is able to compete in a fast changing landscape. The effective use of AI technologies will be a key strategic differentiator in the future. Experience Length of experience for Machine Learning Engineers is conditional on the qualifications obtained Machine learning and software development experience Delivering nonstandard predictive models into a production environment Working with Python and SQL Experience with the modern software development best practices, Working in cloud environments. Experience with big data processing frameworks Minimum Qualifications Masters Degree in Information Technology – Computer Science or Engineering Knowledge Machine learning model life cycle Knowledge of machine learning patterns and concepts Understanding of distributed systems Understand a broad range of data structures and algorithms, and which to use Knowledge of engineering and operational excellence best practices Ability to debug code through common troubleshooting techniques such as metrics, logs and traces Predictive modelling techniques (statistical and machine learning) and deployment Skills Analytical Skills Decision making skills Planning, organising and coordination skills Problem solving skills Researching skills Conditions of Employment Clear criminal and credit record Should you not receive a response from us within one week of your application, your application has unfortunately not been successful.
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