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Valor Capital Group
Valor Capital Group
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Jobs

MLOps Engineer (LLM Serving and Infrastructure)

CloudWalk

CloudWalk

Other Engineering
são paulo, state of são paulo, brazil
Posted on Thursday, July 4, 2024
Join the CloudWalk Wolfpack as a MLOps Engineer.
Your Mission:
At CloudWalk, we're at the cutting edge of AI, pioneering the use of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) to drive innovation. As a MLOps Engineer, you will play a critical role in operationalizing the visionary work of our LLM Data Scientists. Your expertise will ensure the smooth deployment, efficient management, and scalable performance of LLMs across our extensive infrastructure. Your contributions will turn advanced AI research into scalable, high-performance solutions, with a particular focus on optimizing network communication and parallel processing capabilities.

What You’ll Do:

  • Deploy and Manage LLMs: Employ Kubernetes, Terraform, and cloud services to deploy and scale LLMs efficiently, ensuring their adaptability to high-demand scenarios.
  • Optimize Computing Infrastructure: Focus on enhancing GPU utilization, distributed training, bandwidth efficiency between machines, and VPC connections to maximize system performance.
  • Leverage Cutting-Edge Technologies: Utilize libraries such as Hugging Face's Accelerate and PyTorch's torchrun to facilitate parallel training across multiple machines in a cluster, optimizing our AI models' training and inference processes.
  • Collaborate on Innovation: Partner with our R&D team to transition LLM and RAG technologies from conceptual stages to scalable, production-ready systems.
  • Monitor and Improve System Performance: Implement advanced monitoring and logging practices to ensure system reliability and performance, continuously seeking improvements.
  • Stay Updated on Industry Advances: Actively pursue the latest developments in MLOps, cloud computing, and AI technologies to implement innovative solutions and maintain our infrastructure's leading edge.

Technologies You Will Work With:

  • Kubernetes, Terraform, and cloud computing platforms for scalable AI model deployment.
  • CI/CD pipelines, Git for version control, and Bash scripting for operational efficiency.
  • Hugging Face's Accelerate and PyTorch's torchrun for parallel training and optimization across multiple machines.
  • A comprehensive understanding of network infrastructure to optimize bandwidth and secure VPC connections is essential.

What We Expect From You:

  • Technical Mastery: Solid experience with DevOps, cloud infrastructure, and deploying machine learning models. Expertise in network optimization and parallel computing is crucial.
  • Problem-Solving Mindset: The ability to navigate complex challenges, strategically manage resources, and improve system efficiency.
  • Collaborative Approach: Strong communication skills and the ability to contribute effectively within a dynamic, interdisciplinary team.
  • Lifelong Learner: A commitment to continuous learning, staying abreast of the latest technological advancements, and applying innovative solutions.
Why CloudWalk?
By joining CloudWalk, you become part of a team that's reshaping the future with technological innovations. We cherish creativity, teamwork, and a dedication to excellence. Here, your work contributes to a mission of driving forward technological advancements.
Dare to innovate, dare to impact, dare to join the Wolfpack. Apply now!