Senior Machine Learning Engineer

Unity Technologies

Dublin, Ireland

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#

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Senior Machine Learning Engineer