
Real job — pulled straight from Root Access’s careers page · Verified July 14, 2026 · No reposts.
Job description
Root Access is hiring a Machine Learning Engineer — a full-time, based in New York, NY role. Apply directly on Root Access's careers page below.
Machine Learning Engineer
Department: Engineering
Location: New York City
Employment Type: FullTime
About the company
Root Access is a frontier electronics company. We are a NYC-based startup funded by top investors. Our team is a passionate mix of engineers across electrical, firmware, software, and machine learning.
Core Responsibilities
Architect Physics Foundation Models: Design and train deep learning models.
Build the ECAD Data Pipeline: Develop high-performance asset pipelines to convert geometric, discrete, and multi-layer PCB files (ODB++, IPC-2581, STEP, Gerber) into continuous space data.
Multi-Modal Architecture Integration: Collaborate on connecting upstream Graph Neural Networks (GNNs) or LLMs mapping schematic topologies to downstream spatial physics engines.
Optimize for Real-Time Execution: Optimize training and inference pipelines on GPU clusters.
Required Technical Skills & Qualifications
Education: Master’s or Ph.D. in Computer Science, Mathematics, EE, Physics, or a related quantitative field with a focus on Scientific Machine Learning (SciML).
Deep Learning Frameworks: 4+ years of expert-level experience with PyTorch or JAX.
SciML Expertise: Direct, hands-on experience building and training PINNs, FNOs, etc.
Mathematical Depth: Exceptional understanding of partial differential equations (PDEs), vector calculus, automatic differentiation (autograd), and numerical optimization algorithms (Adam, L-BFGS).
Data Pipelines: Strong proficiency in manipulating spatial or geometric datasets using Python libraries (
NumPy,SciPy,Shapely,Open3D, or custom voxelization matrices).
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Frequently asked questions
What skills are required for Machine Learning Engineer at Root Access?
The required skills for Machine Learning Engineer at Root Access include: PyTorch, Python, NumPy, Deep Learning, Machine Learning, LLM.
What is the seniority level for Machine Learning Engineer at Root Access?
Machine Learning Engineer at Root Access is a Senior level position.
How do I apply for Machine Learning Engineer at Root Access?
You can view the full description and apply for Machine Learning Engineer at Root Access on EchoJobs: https://echojobs.io/job/root-access-machine-learning-engineer-epy79.



