Senior AI Software Engineer, GenAI Framework
Company: NVIDIA Corporation
Location: Santa Clara
Posted on: October 18, 2024
Job Description:
Senior AI Software Engineer, GenAI FrameworkWe are now looking
for AI Software Engineers for NeMo! 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. In this role
you will craft and implement new model development features,
optimizations, define APIs, analyze and tune performance, expand
functionality coverage to build larger, coherent toolsets and
libraries. You will collaborate with internal partners, users, and
members of the open source community to analyze, define and
implement highly optimized solutions.What you'll be doing:
- Develop the GenAI open source NeMo framework and Megatron
Core.
- Solve large-scale, end-to-end AI training and
inference-deployment challenges (data curation, pre-processing,
orchestrate and run model training and tuning, model serving).
- Work at the intersection of deep learning applications,
libraries, frameworks, and the entire software stack.
- Performance tuning and optimizations of deep learning framework
& software components.
- Research, prototype and develop effective AI tools and
pipelines.What we need to see:
- MS, PhD or equivalent experience in Computer Science, AI,
Applied Math, or related field and 5+ years of industry
experience.
- Experience with AI Frameworks (e.g. PyTorch, JAX), and/or
inference and deployment environments (e.g. TRT, ONNX,
Triton).
- Proficient in Python programming, software design, debugging,
performance analysis, test design and documentation.
- Consistent record of working effectively across multiple
engineering initiatives and improving AI libraries with new
innovations.
- Solid understanding of deep learning fundamentals and
techniques.Ways to stand out from the crowd:
- Experience with large scale AI training and understanding of
the compute system concepts (latency/throughput bottlenecks,
pipelining, multiprocessing), related performance analysis and
tuning.
- Prior experience with Generative AI techniques applied to LLM
and MM learning (Image, Video, Speech).
- Knowledge of GPU/CPU architecture and related numerical
software.
- Experience with cloud computing (e.g. end-to-end pipelines for
AI training and inference on CSP (AWS/Azure/GCP).
- Contributions to open source deep learning frameworks.NVIDIA is
widely considered to be one of the technology world's most
desirable employers. We have some of the most forward-thinking and
hardworking people on the planet working with us. If you're
creative and autonomous, we want to hear from you!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 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.
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Keywords: NVIDIA Corporation, Manteca , Senior AI Software Engineer, GenAI Framework, IT / Software / Systems , Santa Clara, California
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