Data Science Intern- Model Optimization
- Onsite
- All data & analytics jobs
- FullTime
- Engineering Software
About the role
Quadric is redefining edge AI with the industry's first General Purpose Neural Processing Unit (GPNPU), enabling developers to run both neural network inference and conventional C++ code on a single programmable architecture. Our technology powers intelligent edge devices across automotive, industrial, robotics, and embedded systems.
Founded in 2016 and based in downtown Burlingame, California, Quadric is building the world's first supercomputer designed for the real-time needs of edge devices. Quadric aims to empower developers in every industry with superpowers to create tomorrow's technology, today. The company was co-founded by technologists from MIT and Carnegie Mellon, who were previously the technical co-founders of the Bitcoin computing company 21.
The Opportunity
You will join the data science team for an internship focused on model optimization for Quadric's custom GPNPU architecture. Working alongside a senior data scientist mentor, you will contribute to the quantization library and/or numerical accuracy testing and debugging infrastructure.
Note: Our preference is for this internship to be based out of our Burlingame, California office. Candidates should be based in the Bay Area or able to relocate for the internship period and available to work on site.
What You'll Do
Quantization Workflows
Run and contribute to new quantization workflows on vision and language models under mentor guidance.
Debugging Tooling & Analysis
Build calibration datasets and tooling to visualize per-layer error and distribution statistics for debugging.
Testing Infrastructure
Contribute to numerical accuracy testing infrastructure, numerical validation debug tooling of neural networks, and the quantization library.
What Success Looks Like
Within your internship, you'll:
Build a working understanding of quantization and numerical accuracy tradeoffs for a GPNPU-class architecture.
Contribute tooling, calibration data, or infrastructure that meaningfully supports the quantization library or accuracy debugging.
Develop hands-on fluency with model optimization and numerical validation workflows on real vision and language models.
What We're Looking For
Required
Currently pursuing or recently graduated with a B.S., M.S., or Ph.D. in CS, EE, Applied Math, or a related field.
Solid Python skills and comfort with PyTorch (or TensorFlow), NumPy, and basic data-viz tools (Matplotlib/Plotly).
Coursework or project experience in machine learning; familiarity with CNNs and/or Transformers.
Curiosity about quantization, numerical representation, fixed-point arithmetic, or low-level performance.
Ability to read a research paper and discuss the core ideas.
Preferred
Prior exposure to quantization, model compression, or any of PyTorch FX/PTQ/QAT, TF-Lite, ONNX-Runtime, TVM, or MLIR Quant.
Any hands-on experience with embedded systems, DSPs, GPUs, or other accelerators.
What We Offer
The hourly salary range for this temporary position is $50-57/hr . This range reflects the full span of levels and geographies at which Quadric hires for this role. The actual hourly salary offered will depend on a number of factors, including the specific level of the role, years and depth of relevant experience, technical skills and competencies.
Quadric interns receive hands-on experience working alongside industry experts in AI and semiconductor technology, with access to mentorship and meaningful project ownership from day one along with following
Catered lunch each day in our office
Downtown Burlingame office location, close to shops, cafes, and local amenities
A work culture focused on innovative disruption
If this role resonates with you, we encourage you to apply even if your experience does not perfectly match every qualification. We value potential, curiosity, and a willingness to learn just as much as direct experience.
Equal Employment Opportunity
Quadric is an equal opportunity employer. We do not discriminate on the basis of race, color, religion, sex, national origin, age, disability, veteran status, sexual orientation, gender identity, marital status, medical condition, or any other characteristic protected by applicable federal, state, or local law
E-Verify and Right to Work Notices
Quadric participates in the E-Verify program to confirm employment eligibility for U.S.-based roles. As part of this process, applicants may review the following notices, which explain your rights and our participation in E-Verify. These notices are provided in English and Spanish.
No action is required from candidates during the application process. These notices are provided for informational purposes only.
Privacy
By submitting an application, you acknowledge that Quadric will collect and process your personal information as part of the hiring process. Please review our Privacy Policy to understand how we handle your data
Description as published by Quadric.
