Senior MLOps Engineer, GenAI Framework
Job Description
NVIDIA is looking for a dedicated and motivated senior build and continuous integration (CI/CD) engineer for its GenAI Frameworks (NeMo, Megatron Core) team. NVIDIA NeMo is an open-source, scalable and cloud-native framework built for researchers and developers working on Large Language Models (LLM), Multimodal (MM), and Speech AI. NeMo provides end-to-end model training, including data curation, alignment, customization, evaluation, deployment and tooling to optimize performance and user experience. Building upon modern DevOps tools, your work will enable GenAI framework software engineers and deep learning algorithm engineers to work efficiently with a wide variety of deep learning algorithms and software stacks as they vigilantly seek out opportunities for performance optimization and continuously deliver high quality software.
Does the idea of pushing the boundaries of state-of-the-art research and development excite you? Are you interested in getting exposure to the entire DL SW stack? Then come join our technically diverse team of DL algorithm engineers and performance optimization specialists to unlock unprecedented deep learning performance in every domain.
What you’ll be doing:
-
Architect and lead the build-release continuous integration processes of our Generative AI framework and libraries related to NeMo framework and Megatron Core.
-
Propose, implement, and deploy efficient and scalable DevOps solutions to allow our fast growing team to release software more frequently while maintaining high-quality and top performance
-
Work with industry standard tools (Kubernetes, Docker, Slurm, Ansible, GitLab, GitHub Actions, Jenkins, Artifactory, Jira)
-
Assist with cluster operations and system administration (managing: servers, team accounts, clusters)
-
Automate away recurring tasks (DL algorithm accuracy and performance regression detection, designing and developing new quality control measures, e.g. code analysis) while employing and advancing best-practices
-
Work closely with DL framework and libraries (CUDA, cuDNN, cuBLAS) team and with other relevant teams within NVIDIA that provide software build, testing, and release related infrastructure
What we need to see:
-
BS or MS degree in Computer Science, Computer Architecture or related technical field or equivalent experience
-
5+ years of industry experience in infrastructure engineering, DevOps.
-
Strong system level programming in languages like Python and shell scripting.
-
Strong understanding of build/release systems, CI/CD and experience with solutions like Gitlab, Github, Jenkins etc.
-
Experience with Linux system administration
-
Proficient with containerization and cluster management technologies like Docker and Kubernetes.
-
Experience in build tools, including Make, Cmake.
-
Experience using or deploying source code management (SCM) solutions such as GitLab, GitHub, Perforce, etc.
-
Excellent problem-solving and debugging skills.
-
Great teammate who can collaborate and influence in a dynamic environment with excellent interpersonal and written communication skills.
Ways to stand out from the crowd:
-
Previous experience with GPU accelerated systems.
-
Hands on experience with DL frameworks (PyTorch, JAX, Tensorflow)
-
Cluster/cloud technologies, e.g.: SLURM, Lustre, k8s
-
Experience with HPC hardware systems such as compute clusters and HPC software performance benchmarking on such systems.
The base salary range is 180,000 USD - 339,250 USD. Your base salary will be determined based on your location, experience, and the pay of employees in similar positions.
You will also be eligible for equity and benefits. NVIDIA accepts applications on an ongoing basis.
NVIDIA is committed to fostering a diverse work environment and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) on the basis of race, religion, color, national origin, gender, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.
Date Posted
10/08/2024
Views
0
Similar Jobs
Senior Developer, Data Engineer - Tarana Wireless, Inc.
Views in the last 30 days - 0
Tarana is seeking a Senior DeveloperData Engineer with 5 years of experience in building largescale data pipelines The role involves designing buildin...
View DetailsSenior Front-End Software Engineer - Percipient.ai
Views in the last 30 days - 0
Percipientai founded in 2017 is a cuttingedge technology company specializing in Computer Vision Artificial Intelligence and Deep Learning They develo...
View DetailsSenior Program Manager, Global Occupational Health & Safety - ServiceNow
Views in the last 30 days - 0
ServiceNow is seeking a Health Safety Program Manager to design implement and lead a comprehensive corporate safety program The role involves develop...
View DetailsStaff Flight Test Engineer - Wisk
Views in the last 30 days - 0
Wisk Aero is seeking a Staff Flight Test Engineer to join their team in Hollister CA The role involves ensuring safe and efficient flight testing and ...
View DetailsStaff Engineer, System Design Verification Engineering - Western Digital
Views in the last 30 days - 0
Western Digital is seeking a validation engineer to define and track test plans characterize and optimize SSDs and lead bug review meetings The ideal ...
View DetailsSenior Finance Manager, Central FP&A - Palo Alto Networks
Views in the last 30 days - 0
Palo Alto Networks is seeking a Senior Finance Manager with 10 years of experience in FPA The role involves leading ad hoc projects collaborating with...
View Details