The vision of the Foundation AI Group is to build and train a foundational model for 3D generation in addition to enabling all other AI pipelines.
The goal of this group is to make Roblox the standard for 3D foundational models 3DFMs) and open source the project for wider industry adoption. This will increase the amount of highquality immersive 3D experiences by making it easy for anyone to generate realworld simulations using AI.
ML Platform @ Roblox today supports hundreds of ML use cases and billions of inferences per day across Discovery Safety Engine and much more.
You Will:
- Optimize machine learning models for performance on GPU architectures focusing on both training and inference workflows.
- Conduct lowlevel performance profiling analysis to identify bottlenecks in existing machine learning pipelines and propose actionable improvements.
- Contribute to the development of standard methodologies and tooling for model optimization and deployment.
- Foster collaboration with crossfunctional teams including data scientists and software engineers to integrate and deploy optimized models into production environments.
- Mentor less experienced engineers and help us build a renowned ML team.
- Ensure that our systems are scalable reliable and extensible.
- Partner across organizations to build tooling interfaces and visualizations that make the a delight to use.
You Have:
- Possesses or pursuing a Ph.D. or equivalent experience in Computer Science Computer Engineering Data Science or a similar technical degree.
- Experience with one or more of the following areas: search recommendation or advertising for a highscale product.
- Experience with model optimization techniques for LLMs such as speculative decoding continuous batching quantization etc.
- Experience debugging GPUs reading GPU profiles debugging Xid errors etc.
- Knowledgeable: Experience building and working on endtoend ML systems including data analysis ML modeling and data pipelines.
- Collaborative: You enjoy working with and leading engineers and can help them to accomplish the impossible.
- Creative: You take a creative and strategic approach to solving hard people and technical problems. You engage well with Product and can navigate an organization to promote clarity and improvement.
You may redact age date of birth and dates of attendance/graduation from your resume if you prefer.
Required Experience:
Senior IC