Unity Technologies

Senior Machine Learning Engineer

Job description

At Unity we believe the world is a better place with more creators in it. The world is entering a new dawn of innovative design with immersive digital experiences unlike anything seen in the past. Unity is laser-focused on democratizing tools for the creators of these digital experiences by providing tools and services to make it easier, faster and cheaper for artists to make their dreams a reality.

The opportunity

In this role you will help to explore latent representations for digital media. This includes textures, materials (as commonly used in real-time computer graphics) and 3D geometry. The goal is to train deep latent representations for all common media formats used in real-time rendering. A follow-on goal is to combine these latent representations through multi-model learning techniques so that new content can be generated through a human operator supplying approximate examples in the form of text and other digital media.

What you'll be doing

  • You'll train, evaluate, improve and deploy machine learning models.
  • You'll research new methods of formatting and re-structuring 3D geometry into a form where it can be inputted into a neural network for learning deep latent representations of shape and texture
  • You'll research new multimodal learning models that correspond and combine the latent representations for different types of media such as image, 3D geometry and text. The goal being a single unified latent representation for image and shape that can be navigated through feeding input examples of images, 3d models and natural language descriptions.
  • You'll work closely with researchers working on applied Texture Synthesis.
  • You'll explore methods for compressing and pruning neural networks for efficient deployment in commercial products.

What we're looking for

  • PhD in Computer Science with research focus and relevant publications in deep learning for computer graphics
  • Demonstrated ability in Python and familiarity with all major Deep Learning platforms, with an emphasis on Tensorflow and Pytorch
  • Great communication skills, both written and spoken

You might also have

  • Experience with NLP and other non-computer graphics Deep Learning areas
  • Experience with Unity
  • Experience with Blender
  • Experience with C#

We will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us to request accommodation.

Life at Unity

Unity (NYSE: U) is the world's leading platform for creating and operating real-time 3D (RT3D) content. Creators, ranging from game developers to artists, architects, automotive designers, filmmakers, and others, use Unity to make their imaginations come to life. Unity is the foundation upon which the world's most powerful digital content is created. Specifically, Unity's platform provides a comprehensive set of software solutions to create, run and monetize interactive, real-time 2D and 3D content for mobile phones, tablets, PCs, consoles, and augmented and virtual reality devices.

In the fourth quarter of 2021, Unity had, on average, 3.9 billion monthly active end users who consumed content created or operated with its solutions. The applications developed by these creators were downloaded, on average, five billion times per month in 2021. For more information, please visit www.unity.com.

Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators. If there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please let us know.

Headhunters and recruitment agencies may not submit resumes/CVs through this website or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.

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