ML Research Engineer
Insight Global
Job Description
A top research lab in Burlingame CA is exploring and designing novel technologies for the next generation of AI and augmented reality experiences. Insight Global is seeking a highly skilled and motivated ML Engineer/Scientist to join our client's human-computer interaction (HCI) research team. We are looking for a candidate with strong coding skills and expertise in machine learning for time-series sensor data, computer vision (CV), software engineering, and/or hardware-software systems bring-up. The successful candidate will join a multidisciplinary team to work on gesture recognition and multimodal machine learning using novel sensor technologies.
This role is fully on site in Burlingame CA.
Develop and benchmark machine learning and computer vision models for applications such as gesture recognition, hand pose estimation, object detection, contextual understanding, or physiological signal processing.
Design and implement ML pipelines and systems that collect and preprocess datasets and enable algorithm experimentation.
Enable multimodal data collection by developing experimental protocols for human-subjects research and bringing-up prototype wearable sensor software and hardware systems
Collaborate across an interdisciplinary team of researchers and engineers to collect multimodal training datasets and to develop real-time interaction demos.
Regularly report on project status, deliver high-quality code with thorough documentation, and effectively communicating updates through presentations and written reports.
We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com .
To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/ .
Skills and Requirements
2-5+ years of experience developing and evaluating ML/CV models
2+ years of experience developing ML pipelines (e.g., dataset preprocessing, model experimentation and evaluation, software integration, and real-time deployment).
3-5+ years of experience coding with Python
Experience working with data from physical sensing technologies (e.g., cameras, physiological sensors, electromyography, lidar, radar, IMU, EEG, EKG, or similar)
Master's degree in Computer Science, Electrical Engineering, or related area, or equivalent practical experience PhD degree in Computer Science, Electrical Engineering, or similar field
Experience in computer vision, multimodal representation learning, self-supervised learning, semi-supervised learning, few-shot learning, multi-task learning, transfer learning, sensor fusion, and/ or other advanced ML/CV techniques.
Experience with integrating multimodal representation learning models with Large Language Models (LLMs) and fine-tuning larger systems for specific downstream applications, such as activity recognition, image captioning, or question answering.
Experience developing data collection protocols to collect high quality diverse sensor datasets from humans
Experience applying machine learning or other signal processing techniques to noisy sensor data in real-time human-computer interaction applications (e.g., cameras, EMG, IMU). null
We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal employment opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment without regard to race, color, ethnicity, religion,sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military oruniformed service member status, or any other status or characteristic protected by applicable laws, regulations, andordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or the recruiting process, please send a request to HR@insightglobal.com.
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