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AI Research Scientist, Neuromotor Interfaces, Modeling and Prototyping

2 months ago

New York, New York, United States Meta Full time

Summary:

Reality Labs at Meta is seeking AI Research Scientists with experience in machine learning and foundation models to advance our pioneering work in neuromotor interfaces, which has grown out of the acquisition of CTRL-labs. We're building a practical neural interface drawing on the rich neuromotor signals that can be measured non-invasively with single motor neuron resolution. This technology will become one of the main pillars for interaction with the virtual and augmented world.We are a multi-disciplinary team of researchers investigating the nature of human neuromotor signals (i.e., electromyography or EMG), developing novel signal processing and machine learning methods to infer a user's intent, and creating novel interaction techniques and user experiences. Help us unleash human potential by removing the bottlenecks between user intent and action.EMG signals are similar in many ways to other neural signals and audio signals and can be analyzed using many of the same approaches. For example, the task of transcribing characters typed on a keyboard from wrist-based EMG is closely analogous to that of automatic speech recognition. We're looking for people who want to shape the future of this technology and explore this exciting new territory with us.

Required Skills:

AI Research Scientist, Neuromotor Interfaces, Modeling and Prototyping Responsibilities:

  1. Build cutting-edge machine learning and signal processing models (event detection, sequence-to-sequence, time series regression and classification, etc.) to advance neuromotor interface capabilities.
  2. Collaborate with engineering and Human-Computer Interactions (HCI) teams to deploy models that leverage fundamental scientific knowledge into new technology and user experiences.
  3. Use quantitative research methods to define, iterate upon and advance key areas of our research agenda.
  4. Develop research-grade code for deployment in research prototypes.

Minimum Qualifications:

Minimum Qualifications:

  1. Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
  2. PhD in one of the following fields: deep learning, artificial intelligence, machine learning, computer science, robotics, computer vision, computational neuroscience, signal processing, speech and language technologies, or related fields.
  3. Research-oriented software engineering skills, including fluency with libraries for scientific computing (e.g. SciPy ecosystem) and machine learning (e.g., PyTorch, TensorFlow, Scikit-learn, Pandas).
  4. Proficiency with quantitative methods (mathematics, statistics) and experience learning new technical knowledge and skills rapidly.
  5. Must obtain work authorization in country of employment at the time of hire and maintain ongoing work authorization during employment.

Preferred Qualifications:

Preferred Qualifications:

  1. 5+ years of experience working autonomously to design, execute, interpret, and present research studies.
  2. Experience with interdisciplinary and/or cross-cultural collaboration.
  3. Experience in the analysis and modeling of high dimensional time series, such as neural signals, multi-channel audio recordings, multi-modal/multi-sensor signals, robotic sensory signals, financial time series, video, or other sensor modalities.
  4. Experience with with latest techniques around foundation models.
  5. Experience with real-time signal processing and/or human-computer interaction.
  6. Experience with large scale cluster computing for machine learning modeling.
  7. Experience developing end-to-end ML pipelines, including: dataset preprocessing, model development and evaluation, and software integration.
  8. Experience with scientific communication tools (Jupyter, Matplotlib).

Public Compensation:

$143,000/year to $208,000/year + bonus + equity + benefits

Industry: Internet

Equal Opportunity:

Meta is proud to be an Equal Employment 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. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.

Meta 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 accommodations-