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NVIDIA

Deep-Learning Software Engineer, Performance Optimization

NVIDIA
Japan · Full-time · Entry
We are looking for outstanding Deep Learning Software Engineers to develop and productize NVIDIA's deep learning solutions for use in real-life consumer products. The role gives opportunity to develop new deep learning architectures and tailor DNN-s for NVIDIA hardware platform. This role also involves building a close technical relationship with NVIDIA partners during product development and coordinate with internal architecture and software teams to develop the right solution for partners who rely on our platforms.

What You'll Be Doing

  • Analyze, profile and optimize the latest DNN AI algorithms, and implement as production-quality software libraries for latency-critical use-cases on next-generation hardware.
  • Push the boundaries of the state of the art in DNN performance and efficiency, including model compression, quantization and architecture search techniques.
  • Collaborate with researchers and engineers across NVIDIA improving the architecture of future NVIDIA chips and ensure that they are ready to support the latest advances in AI.
  • Assist NVIDIA customers to bring ground-breaking products to life on the foundation of NVIDIA AI technology.

What We Need To See

  • University degree, or equivalent knowledge, in Computer Science, Electrical Engineering, Physics or Mathematics.
  • 5+ years of work experience in related fields, such as HPC, numeric computing, machine learning, AI with responsibilities for software optimization.
  • Proficiency in C++, Python, data structures, algorithms, computer architecture and operating system concepts.
  • Knowledge of deep-learning toolchains (PyTorch, TensorFlow, Keras, ONNX, TensorRT, numeric libraries, containers, etc.)
  • Experience with neural network training, pruning and quantization, deploying DNN inference in production systems.
  • Experience optimizing and implementing compute algorithms on accelerated hardware, such as SIMD instruction sets, GPU-s, FPGA or DNN ASIC.
  • Familiarity with CNN, LLM and ViT architectures, as well as the latest progress in the field.
  • Experience creating DNN models for solving production problems in any domain, including computer vision, speech recognition, natural language processing, optimization or generative AI.

Ways To Stand Out From The Crowd

  • Experience implementing DNN inference natively using C++, CUDA kernels or low level libraries, such as BLAS.
  • Experience building distributed deep-learning infrastructure, HPC, cloud programming.
  • Contribution to open-source projects, including personal projects published as open-source (please provide link to github repository).
  • Published paper at relevant conferences or in journals (e.g. NIPS, ICML, ICLR, CVPR, ICCV, ECCV, SIGGRAPH, etc.)
  • Achievements in programming or machine learning competitions, such as Kaggle, HackerRank, TopCoder, etc.

NVIDIA is leading the way in groundbreaking developments in artificial intelligence, high-performance computing and visualization. The GPU, our invention, serves as the visual cortex of modern computers and is at the heart of our products and services. Our work opens up new universes to explore, enables outstanding creativity and discovery, and powers what were once science fiction inventions from artificial intelligence to autonomous cars. NVIDIA is looking for great engineers and scientists to help us accelerate the next wave of artificial intelligence.

JR1989446

Key Skills

Ranked by relevance

deep learning ai artificial intelligence machine learning c natural language processing data structures computer vision tensorflow pytorch python cloud keras fpga
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Country Guide

Japan

Large advanced economy with growing international tech demand

Posted
Jan 03, 2025
Type
Full-time
Level
Entry
Location
Tokyo
Company
NVIDIA

Industries

Computer Hardware Manufacturing Software Development Computers Electronics Manufacturing

Categories

Engineering

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