Western Cape: AI Engineer posted by Collab SA
Posted on 2025-09-25 00:00:00
| Employer | Collab SA |
|---|---|
| Category | Automotive Technician |
| Location | Western Cape / Western Cape |
Job Summary
Define:
- Develop AI strategies and roadmaps tailored to the customer’s business goals, ensuring a clear path to implementation and value realization.
- Co-create proposals that incorporate People, Process, and Technology, ensuring alignment with both technical teams and business leaders.
Design:
- Design scalable and secure AI architectures, integrating frameworks, data platforms, and cloud environments (AWS, Azure).
- Collaborate with internal teams, including Cloud Consultants and Engineers, to ensure alignment between design and delivery phases.
- Present AI solutions and designs to customers, clearly articulating how they address business objectives and technical requirements.
Develop:
- Design, build, and optimize AI/ML models, including end-to-end workflows for data ingestion, feature engineering, model training, and evaluation.
- Develop and maintain scalable data pipelines and datasets tailored for model training and validation.
- Apply advanced Python programming to explore datasets and create innovative AI solutions (e.g. the development of applications).
Deploy:
- Operationalize AI models using MLOps best practices to automate and streamline the machine learning lifecycle.
- Leverage tools such as Databricks, Azure ML, Kubernetes, and Docker to ensure reliable deployment, scaling, and management of AI solutions.
- Ensure AI solutions are production-ready, meeting performance, security, and compliance standards.
Continuous) Deliver:
- Monitor and maintain deployed models, incorporating live data and user feedback to improve accuracy and performance.
- Retrain and optimize models as part of a continuous delivery cycle, ensuring solutions evolve to meet dynamic business needs.
- Collaborate with stakeholders to align AI solutions with business objectives and ensure measurable outcomes.
Collaboration and Quality:
- Work within Agile teams (Scrum) to deliver AI solutions iteratively, ensuring rapid progress and stakeholder feedback integration.
- Maintain high standards of code quality, documentation, and automation, fostering best practices across AI engineering teams.
- Collaborate with AI Consultants, Cloud Engineers, and other technical stakeholders to ensure seamless integration into the broader technology landscape.
Required Skills and Expertise
- Technical Expertise:
- 2-5 years of experience designing, developing, and implementing AI/ML models.
- Strong hands-on experience with Databricks, Azure ML, or equivalent cloud-native tools for data exploration, processing, and model development.
- Proficiency in Python programming and AI/ML frameworks such as TensorFlow, PyTorch, or Scikit-Learn.
- Practical experience with MLOps tools and practices, including Docker, Kubernetes, and CI/CD pipelines for model deployment and scaling.
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