AI and ML Expert for Large-Scale LLM Deployment

5 days ago


Singapore OPTIMUM SOLUTIONS (SINGAPORE) PTE LTD Full time

About the Role

OPTIMUM SOLUTIONS (SINGAPORE) PTE LTD is seeking a seasoned AI and Machine Learning expert to join our team as an LLM Engineer specializing in large-scale deployment. This is a 12-month contract with multiple headcounts available.

Job Description

We are looking for a skilled professional who can design, develop, and optimize large language model evaluation pipelines using distributed computing frameworks like Ray. The ideal candidate will have expertise in LLM evaluation methodologies, metrics, and benchmarks, as well as proficiency in Python and machine learning libraries.

The successful candidate will contribute to various aspects of our machine learning infrastructure, including LLM evaluation, compute layer setup, image generation, and large-scale inference. Responsibilities include:

  • Developing and optimizing LLM evaluation pipelines for scalability and performance.
  • Implementing evaluation metrics and benchmarks to assess LLM performance across various tasks and domains.
  • Analyzing and interpreting evaluation results to identify strengths, weaknesses, and areas for improvement in our LLM models.
  • Designing and developing the infrastructure to support Ray for distributed data processing and model training.
  • Developing observability solutions for Ray to monitor and alert on system performance.
  • Socializing Ray's use among data scientists and supporting users in running their jobs on our clusters.
  • Setting up a configurable and scalable image generation platform.
  • Designing and developing the infrastructure for large-scale batch and real-time inference using state-of-the-art GenAI models.

Requirements

To be successful in this role, you will need:

  • Expertise in LLM evaluation, distributed computing, and Python programming.
  • Strong understanding of Kubernetes, cloud infrastructure, and GitOps.
  • In-depth knowledge of ML-OPS, image generation models, and ML inference.
  • Good DevOps background, including experience with Infrastructure as Code and monitoring tools.

What We Offer

As a valued member of our team, you can expect:

  • A competitive salary range of SGD 120,000 - SGD 180,000 per annum, depending on experience.
  • A comprehensive benefits package, including medical, dental, and optical coverage.
  • Opportunities for professional growth and development.

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