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Research Intern, Machine Perception & Learning (PhD)

Company: Facebook
Location: Santa Fe
Posted on: May 3, 2021

Job Description:

Intro:Facebook's mission is to give people the power to build community and bring the world closer together. Through our family of apps and services, we're building a different kind of company that connects billions of people around the world, gives them ways to share what matters most to them, and helps bring people closer together. Whether we're creating new products or helping a small business expand its reach, people at Facebook are builders at heart. Our global teams are constantly iterating, solving problems, and working together to empower people around the world to build community and connect in meaningful ways. Together, we can help people build stronger communities - we're just getting started.Summary:The Facebook Reality Labs (FRL) Research Team brings together world-class researchers, developers, and engineers to create the future of AR and VR. These technologies have the potential for enormous global impact, and our interns work directly towards making this potential a reality. The Surreal Vision team is looking for research interns to tackle the most ambitious problems in machine this internship, you will work on research problems at the forefront of industry and academia and beyond. You will be working with a team building a new generation of end-to-end real-time dynamic 3D scene understanding and photorealistic reconstruction systems. The range of topics in machine learning, computer vision and graphics span novel approaches to 3D reconstruction, object detection and tracking, human pose estimation and tracking, large-scale online inference and optimization, state estimation, novel scene, object and material representations and their estimation.Our internships are twelve (12) to twenty four (24) weeks long and you have the option to start at various dates throughout the year.Required Skills:1. Fundamental research and development of ideas that extend the state of the art 2. Analysis and improvement of efficiency, accuracy, scalability and stability of currently deployed systems 3. Design and implementation of algorithms 4. Development and analysis of prototype experimental systems 5. Collaboration with and support of other researchers across various disciplines 6. Communication of research agenda, progress and resultsMinimum Qualifications:7. Currently has, or is in the process of obtaining, a PhD in the field of Computer Science, Computer Vision, Machine Learning, Robotics, Physics or related fields 8. Experience in one or more of the following: machine learning, perception, information theory, 3D geometry, 3D reconstruction, graphics, tracking, Bayesian inference, optimization, system building, physics-based simulation, statistical analysis of data, or mathematical modeling 9. Experience with C++ or Python 10. Interpersonal experience: cross-group and cross-culture collaboration 11. Must obtain work authorization in country of employment at the time of hire, and maintain ongoing work authorization during employmentPreferred Qualifications:12. Broad understanding of the full machine vision pipeline from sensors to high-level algorithms 13. Experience in research targeting the foundations of computer vision, machine learning and computer graphics 14. Experience in cutting-edge research in photorealistic reconstruction of scenes, objects and materials, neural light field reconstruction, inverse graphics and related rendering approaches 15. Experience in current research on object shape embedding, detection and tracking in 2D and 3D 16. Experience in state-of-the-art research on high fidelity object pose estimation, joint object-based reconstruction and tracking with and without hand interactions 17. Experience in modern machine-learning methods for self-supervised learning, federated learning, video-understanding, GANs, reinforcement learning 18. Experience in the latest techniques in computational imaging and computational photography 19. Experience in techniques and research in the emerging field of egocentric computer vision 20. Proven track record of achieving significant results as demonstrated by grants, fellowships, patents, as well as first-authored publications at leading workshops or conferences such as CVPR, ECCV/ICCV, BMVC, NeurIPS, ICML, ICLR, ICRA, IROS, RSS or SIGGRAPH/SIGGRAPH Asia 21. Demonstrated software engineer experience via an internship, work experience, coding competitions, or widely used contributions in open source repositories (e.g. GitHub) 22. Fluent with a deep learning framework, preferably Pytorch 23. Intent to return to degree-program after the completion of the internshipIndustry:InternetEqual Opportunity:Facebook is proud to be an Equal Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Facebook is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at .

Keywords: Facebook, Santa Fe , Research Intern, Machine Perception & Learning (PhD), Other , Santa Fe, New Mexico

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