Assistant Principal Ai Engineer, Singapore Data

1 week ago

Singapore NodeFlair Full time

Job Summary:

Job Type

Seniority
Principal

Years of Experience
Information not provided

Tech Stacks
Docker Go Analytics Jaeger CI Podman ELK Prometheus Linux Kubernetes kafka Typescript SQL Python


We seek a driven and passionate individual who can support the team in tackling complex challenges, including designing, implementing, and ensuring the delivery of end-to-end AI/ML products for clients and relevant stakeholders.


Responsibilities

  • Develop, maintain, and monitor scalable data pipelines and machine learning models across various platforms.
  • Create and manage environments for AI development and production, ensuring optimal resource allocation and compliance with security standards.
  • Implement continuous monitoring mechanisms for AI solutions to ensure performance efficiency, accuracy, and reliability.
  • Collaborate with crossfunctional teams to implement best practices in code development, data governance, and automated pipelines.
  • Contribute to the architecture and advancement of the data and analytics platform, exploring new tools and techniques within distributed environments.
  • Integrate and transform data from diverse sources, such as databases, APIs, log files, and streaming platforms to support analytics and machine learning operations.
  • Partner with stakeholders to develop solutions using Large Language Models (LLMs) tailored to business needs, ensuring the seamless integration of AI capabilities. Perform data analysis to enhance the accuracy of AI models and engage in continuous learning to keep abreast of AI/ML developments.

Qualifications

  • At least a Bachelor's degree with Honours in a relevant area
  • 3+ years of experience in roles that involve the intersection of AI/ML, data engineering, and/or system administration.
  • Proven expertise in building scalable solutions.
  • Experience with and knowledge of the following:
  • Linux and Unix-based operating systems
  • Version control systems (Git)
  • Containerisation tools (Docker, podman, buildah)
  • Virtual environments/machines and dependency management
  • DevOpsrelated skills (CI/CD, testing, automated pipelines, packaging, etc.)
  • MLOps concepts and tooling (experiment tracking, lineage tracking, data versioning, model deployment, etc.).
  • Observability (Prometheus, Jaeger, Loki, ELK)
  • Networking concepts
  • Proficiency and handson experience in Python and SQL. Familiarity with Typescript or Go would be advantageous.
  • Experience and familiarity with distributed tooling.
  • Ability to develop and maintain deployments/services within a Kubernetes environment. Familiarity with tools relevant to the Kubernetes ecosystem is expected.
  • Experience with batch data processing and data modeling. Familiarity with realtime implementations would be advantageous.
  • Understanding and awareness of software engineering and data science best practices.
  • Understanding machine learning concepts, including NLP, computer vision, and reinforcement learning.
  • Excellent analytical, problemsolving, and communication skills.
  • Familiar with Scrum methodology and agile practices is preferred
  • Experience with streaming data technologies such as Kafka is preferred
  • Exposure to LLM and Generative AIcentric tools, including, but not limited to, the Hugging Face ecosystem, Ollama, and vLLM, and experience finetuning LLMs is preferred

More Information

Location:
Kent Ridge Campus

Organization:
School of Computing

Department :
Department of Computer Science

Employee Referral Eligible:
No

Job requisition

ID :
25003

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