Deep Learning Engineer, Generative AI and 3D Reconstruction

3 Months ago • 3 Years + • Artificial Intelligence

Job Summary

Job Description

NVIDIA seeks a Deep Learning Engineer specializing in Generative AI and 3D reconstruction. The role involves implementing and improving deep learning models for generating high-fidelity 3D representations from 2D images using techniques like NeRF and Gaussian Splatting. Responsibilities include designing solutions to mitigate real-world artifacts, optimizing algorithms for large-scale environments, and assisting customers in building digital twin solutions. The ideal candidate possesses strong experience in neural rendering, 3D reconstruction, and generative AI, along with proficiency in C++, Python, and relevant deep learning frameworks. Experience with large datasets and cloud infrastructure is a plus.
Must have:
  • Proficiency in C++, Python
  • 3+ years experience in 3D reconstruction or neural rendering
  • Strong understanding of traditional graphics rendering pipeline
  • Implement and improve deep learning models
  • Design workarounds to eliminate artifacts
Good to have:
  • Experience with multi-modal generative AI
  • Experience handling very large datasets
  • Contribution to open-source projects
  • Publications in top conferences (NeurIPS, CVPR, etc.)
  • Knowledge of gaming engines (UE/Unity)

Job Details

Are you passionate about deep-learning, computer vision and generative AI? NVIDIA is offering an opportunity for outstanding deep-learning engineers with experience in image reconstruction and neural rendering technologies. Our team is building solutions for the next generation of intelligent machines, based on foundation models. Training these models requires synthetic data collected via digital twins and photo-realistic rendering. This role offers an opportunity to collaborate with world-class experts and push the boundaries of generative AI with applications to digital twins.

What you will be doing:

  • Implement and improve deep learning models to generate high-fidelity 3D representations from 2D images using the latest advances in neural rendering, Neural Radiance Fields (NeRF), Gaussian Splatting and photogrammetry.

  • Design workarounds to eliminate artifacts that result from real-world adversarial effects, such as non-stationary scenes and lens irregularities.

  • Optimize algorithms for efficient training and deployment of these models for the reproduction of very large scale real-life environments.

  • Help customers to build digital twin solutions that combine the strengths of neural- and classic- rendering technologies for the generation of training and test data for computer vision foundation models.

What we need to see:

  • University degree, or equivalent knowledge, in Computer Science, Computer Engineering, Electrical Engineering or Physics/Mathematics degree with Computer Science experience.

  • Proficiency in C++, Python, data structures and algorithms and a solid understanding of computer architecture and operating systems.

  • 3+ years experience developing algorithms in more than one of the following areas: virtual / augmented reality, photogrammetry, 3D reconstruction, NeRF / 3DGS / neural rendering, visual generative AI, foundation models, vision language models, style transfer.

  • Strong understanding of traditional graphics rendering pipeline, such as rasterization and ray-tracing, OpenGL/Vulkan and shading languages.

  • Knowledge of gaming engines, such as UE/Unity.

Ways to stand out from the crowd:

  • Experience with multi-modal generative AI.

  • Experience handling very large datasets and using large-scale cloud infra for training and deploying AI models.

  • Contribution to open-source projects (can be your private project). Please provide link to github repository.

  • Extensive experience in contributing to the field of visual generative models, with a strong publication record in top conferences or journals (e.g. NeurIPS, 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. NVIDIA is looking for great engineers and scientists to help us accelerate the next wave of artificial intelligence.

We are an equal opportunity employer and value diversity at our company. We do not discriminate on the basis of race, religion, color, national origin or ethnicity, gender, sexual orientation, age, marital status, or disability status.

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About The Company

Since its founding in 1993, NVIDIA (NASDAQ: NVDA) has been a pioneer in accelerated computing. The company’s invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined computer graphics, ignited the era of modern AI and is fueling the creation of the metaverse. NVIDIA is now a full-stack computing company with data-center-scale offerings that are reshaping industry.

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