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Unison Consulting Pte Ltd

ML integration Engineer

AI overview

Design and implement scalable ML pipelines for Generative and Agentic AI applications while ensuring seamless deployment and integration in cloud environments.
  • Design and implement scalable ML pipelines for Generative and Agentic AI applications.
  • Integrate AI models into production environments using containerized platforms such as OpenShift and Kubernetes.
  • Collaborate with cross-functional teams to understand AI workflows and translate them into robust engineering solutions.
  • Develop and maintain automation scripts using Linux shell scripting, Python, or other relevant tools.
  • Ensure seamless deployment and integration of AI services in cloud environments (e.g., AWS, Azure, GCP).
  • Implement and maintain network security protocols to safeguard AI systems and data pipelines.
  • Monitor and optimize system performance, reliability, and scalability.
  • Support CI/CD processes and infrastructure for AI model deployment and updates.

Requirements

  • 5+ years of experience in Machine Learning engineering or AI system integration.
  • Hands-on experience with OpenShift, Docker, Kubernetes.
  • Knowledge of cloud platforms (e.g. AWS, GCP) is a must-have.
  • Exposure to data and network security and compliance in AI systems.
  • Understanding of Generative AI and Agentic AI concepts.
  • Experience with LLM prompt engineering, or RAG pipelines.
  • Knowledge of API integration and microservices architecture.
  • Proficiency in Python used both for ML and automation tasks
  • Good knowledge of Bash and Unix/Linux command-line toolkit is a must-have.
  • Knowledge of Workflow Orchestrator, such as Ctrl-M
  • Knowledge of Logging and Monitoring tools, such as Splunk and Geneos.
  • Experience with Observability framework, such as Langfuse, Elastic Stack, Grafana, OpenTelemetry.
Unison Consulting Pte Ltd

Unison Consulting was launched in Singapore on September 2012, the hub of the financial industry, with innovative visions in the technocratic arena. We are a boutique next-generation Technology Company with strong business-interests in Liquidity risk, Market Risk, Credit Risk and Regulatory Compliance. Unison provides technology consulting and services to implement Risk Management and Risk Analytics System for Financial Institutions. Our services suite comprises of Techno-Functional consulting, systems integration, Business Intelligence, information management, and custom development of IT solutions, plus project management expertise for financial institutions. We have expertise in latest cutting edge technology to achieve better total cost of ownership. Through our qualified professionals, we assist you drive your unique risk management strategies, whether that means efficient monitoring, improving risk appetite of the financial institutions, complying with regulations, or capturing growth opportunities through innovation, this is what maximizes your decision taking potential. At Unison Consulting, we view clients as partners, and our success is only measured by the success of our partners. So we put it all on the table in order to exceed expectations. Our staff consists of young, energetic and innovative consultants who are never afraid to challenge the conventions and push the boundaries in an effort to help our clients. For every project, no matter how large or how small, we strive to not only meet your needs, but deliver a showcase in your field.

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