Future Product Innovation Research Intern, CAD Generation ML

At Toyota Research Institute (TRI), we’re on a mission to improve the quality of human life. We’re developing new tools and capabilities to amplify the human experience. To lead this transformative shift in mobility, we’ve built a world-class team in human-centered AI, energy and materials, human interactive driving, robotics, and machine learning.

This is a paid 13-week internship opportunity. Please note that this internship will be a hybrid in-office role.

Human-Centered AI

This internship opportunity falls within the Human-Centered AI Division (HCAI). We are an integrated team of ML researchers, behavior scientists, and human-computer interaction experts. At the core of our work, we aim to support people to make better decisions by leveraging the best of big data, technology, and insights about why we do what we do.

The Team

The Future Product Innovation team is an interdisciplinary team of researchers working at the intersection of generative artificial intelligence (AI), design, engineering, and creativity. We use advances in cognitive modeling, physiological sensing, HCI, and machine learning to support human decision making. Our mission is to accelerate design and engineering processes in the automotive industry.

The Internship

The internship is flexible between late summer 2025 and spring 2026. We are seeking a highly motivated and talented PhD research intern to join our Future Product Innovation team and push the envelope on what is possible with Generative AI technologies in the domain of automotive product design. The ideal candidate will have a strong background in CAD Generation and Machine Learning or related fields, with demonstrated interest in design and generative AI. In this project, the intern will develop 3D shape generation techniques with applications to CAD such as point cloud to CAD and image to CAD. 

We will match the intern with mentors based on their experience. Over the course of the project, in addition to Future Product Innovation group meetings, the intern will also participate in all Human-Centered AI division meetings and meetings with partners from relevant Toyota business groups. The intern will be exposed to how interdisciplinary industrial research works and learn from our team as well as the other interns in our division. Furthermore, the intern will engage in strategy discussions about how their research connects to business impact at Toyota.

• In collaboration with your mentor and the other researchers in the department, you will scope the project to align to the core research efforts.
• Be the primary driver of the technical plan (e.g., model development, analysis plan) with regular feedback from mentors.
• Execute the project using TRI resources and present the project’s approach and findings in research meetings.

• Currently enrolled in a PhD program in Computer Science, Machine Learning (or related fields).
• Experience working with CAD data such as B-rep and step-file.
• Experience with deep generative models for CAD generation applications including but not limited to BrepGen and Point2CAD.
• Track record of executing research projects including publications at top venues including but not limited to CVPR, ICCV, TOG, SIGGRAPH, NeurIPS.
• Desire to work on challenging open-ended research projects.
• Proven ability to work autonomously while soliciting feedback.
• Excellent communication and teamwork skills.

• Experience with developing research prototypes.
• Experience adapting pre-trained models to specific tasks or domains through fine-tuning or similar techniques.
• Experience with working with CAD development tools.

Please add a link to Google Scholar and include a full list of publications when submitting your CV to this position.

The pay range for this position at commencement of employment is expected to be between $45 and $65/hour for California-based roles; however, base pay offered may vary depending on multiple individualized factors, including market location, job-related knowledge, skills, and experience. Note that TRI offers a generous benefits package including vacation and sick time. Details of participation in these benefit plans will be provided if an employee receives an offer of employment.

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