Meta AR/VR Job | Research Scientist Intern, On-Device AI Model Optimization (PhD)
Job（岗位）: Research Scientist Intern, On-Device AI Model Optimization (PhD)
Type（岗位类型）: 3D Software Engineering | Engineering, Research
Citys（岗位城市）: Sunnyvale, CA
Date（发布日期）: Before 2021-12-14
Summary（岗位介绍）
Reality Labs (formerly Facebook Reality Labs) focuses on delivering Meta's vision through Virtual Reality (VR) and Augmented Reality (AR). Enabling compelling user experiences on Virtual and Augmented Reality devices requires innovation and co-design across all layers of stack from novel algorithms to custom silicon. The Meta AR/VR team is driving the state of the art forward with breakthrough work in computer vision, speech, virtual assistant, machine learning, mixed reality, graphics, displays, sensors, and new ways to map the human body among many others.
We are seeking exceptional interns with a background in developing efficient models for AR/VR applications, including computer vision, speech, sensor fusion, NLP, multi-modal AI etc. Our team focuses on developing state of the art models with tight constraints on memory and power and on model optimization techniques, e.g., sparsity, quantization, network architecture search, tensor decomposition, etc. The ideal candidate will have practical experience in developing real time models that can achieve high accuracy under deployment constraints such as limited compute and memory resources.
In this position, you will get exposure to the full stack from user experiences, algorithms down to hardware execution blocks. You will work with the domain experts to understand the challenges and build state-of-the-art networks to tackle them and then work with the software/hardware team to deploy these solutions on-device.
Our internships are twelve (12) - sixteen (16) weeks long and we have various start dates throughout the year.
Qualifications（岗位要求）
Currently has, or is in the process of obtaining, a PhD degree in Computer Science, Electrical Engineering or related field
Must obtain work authorization in the country of employment at the time of hire and maintain ongoing work authorization during employment
2+ years experience in developing machine learning solutions for problems
2+ years programming experience and experience with deep learning framework for prototyping ideas
1+ years experience in building deep learning models for mobile or ultra lower power systems
Description（岗位职责）
Define, plan and execute cutting-edge deep learning research to advance AR/VR experiences
Develop novel deep learning techniques to achieve state-of-the-art accuracy within the constraints of on-device and real-time execution
Collaborate with other research scientists and software engineers to develop innovative deep learning techniques for vision, speech, user interface and other use-cases
Collaborate with software and hardware engineers to develop tradeoff curves for accuracy vs the runtime resources/constraints such as latency, energy
Communicate the experimental results and the recommendations clearly, both within the group as well as to the cross-functional groups
Additional Requirements（额外要求）
Intent to return to degree-program after the completion of the internship/co-op
Publication track record in machine learning conferences and/or journals
Experience in optimizing deep learning networks for execution constraints besides just the final accuracy
Background in computer vision, speech, natural language understanding, multi-modal AI, multi-sensor tracking/reconstruction, etc
Interpersonal experience: cross-group and cross-culture collaboration
