Deep Learning Research Intern - Audio AI
Sunnyvale, CA, United States
Bosch Group
Moving stories and inspiring interviews. Experience the meaning of "invented for life" by Bosch completely new. Visit our international website.Company Description
The Bosch Research and Technology Center North America with offices in Sunnyvale, California, Pittsburgh, Pennsylvania, and Cambridge, Massachusetts is a part of the global Bosch Group (www.bosch.com), a company with over 70 billion euro revenue, 400,000 employees worldwide, a very diverse product portfolio, and a history spanning over 125 years. The Research and Technology Center North America (RTC-NA) is dedicated to providing technologies and system solutions for various Bosch business fields, primarily in the field of artificial intelligence (for example, foundation models, human-assisted AI, natural language processing, robotics, 3D perception, and AI platform), energy technologies, internet technologies, circuit design, semiconductors and wireless, as well as advanced MEMS design.
As a part of the global research, our AI research in Silicon Valley focuses on Foundation Models, Big Data Visual and Audio Analytics, Explainable AI (XAI), Natural Language Processing, 3D Perception & Mixed Reality, Cloud Robotics, Data Science, AI Platform, Time-series Analysis. We develop scalable, intelligent, and trustworthy AIoT solutions to enable inspiring UX for Bosch products and services in application areas such as automated driving, advanced driver assistance systems (ADAS), robotics, smart manufacturing, enterprise AI, health care, smart home and building solutions.
Originating from the AI research in Silicon Valley, our Foundation Model Powered AI Enablers group plays a pivotal role in shaping the future of industrial AI experiences for Bosch products and services. By fusing cutting-edge machine learning, data analysis, and interactive visualization technologies, we research and develop scalable and transparent AI & big data analytic solutions (e.g., audio, images, sensor logs) for a range of domains, including Industry 4.0 (I4.0), IoT, autonomous driving, and connected vehicles. Our award-winning team actively collaborates with leading academic and industry groups to advance research ideas and disseminate findings in top AI conferences and journals, such as ICASSP, Interspeech, IEEE Signal Processing Magazine, NeurIPS, CVPR, IEEE VIS, ACL, EMNLP, SIGKDD, ICASSP, ICCV, ECCV, ICRA, RSS, IROS, ICML, AAAI, ICLR, and ISWC.
Job Description
- Develop state-of-the-art Audio AI solutions using combination of classical signal processing and machine/deep learning-based approaches.
- Research and develop solutions for audio foundation models, audio reasoning, generative audio, explainable audio AI, few-shot learning for rare sound events, anomaly detection for machine health monitoring, domain adaptation, and multi-modal sensing.
- Collaborate with others to integrate audio AI modules into the prototype systems.
- Summarize research findings in high-quality paper and/or patent submissions.
Qualifications
Required
- Currently enrolled as PhD student in Computer Science, Electrical Engineering, Data Science, or related fields.
- 2+ years programming experience, proficiency in PyTorch(Lightning), HuggingFace(transformers, diffusers), hydra.
- Broad knowledge of machine- and deep-learning algorithms and principles and state-of-the-art methods.
Preferred
- Knowledge of digital signal processing principle and methods (multi-channel audio processing, DFT, filter-banks).
- Publication record in top machine learning and audio analytics venues (e.g., ICASSP, Interspeech, AAAI, ICML).
- Experience with HPC platforms and job managers (Slurm, IBM LSF)
Additional Information
The U.S. base salary range for this intern position is $34.00-$68.00 hourly. Within the range, individual pay is determined based on several factors, including, but not limited to, type of degree, work experience and job knowledge, complexity of the role, type of position, job location, etc. Your Hiring Manager can share more details about the specific salary range for this position during the interview process
By choice, we are committed to a diverse workforce - EOE/Protected Veteran/Disabled.
BOSCH is a proud supporter of STEM (Science, Technology, Engineering & Mathematics) Initiatives
· FIRST Robotics (For Inspiration and Recognition of Science and Technology)
· AWIM (A World In Motion)
Indefinite U.S. work authorized individuals only. Future sponsorship for work authorization unavailable.
Tags: Autonomous Driving Big Data Circuit Design Computer Science Data analysis Deep Learning EMNLP Engineering HPC HuggingFace ICLR ICML Industrial Machine Learning Mathematics NeurIPS NLP PhD PyTorch Research Robotics STEM Transformers UX
Perks/benefits: Conferences Team events
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