Research Scientist, Computer Vision
Beam Inc.
San Jose, CA, United States
7 days ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Experienced
Experience required
2 years minimum
Working hours
Regular working hours
Job source
Tech stack
Computer-Aided Design
Artificial Intelligence
Amazon Web Services
Optical Character Recognition (OCR)
Artificial Neural Networks
Computer Vision
Microsoft Azure
Software Code Optimization
Distributed Computing Environment
Information Extraction
Python (Programming Language)
Vector Graphics
+12 more
Machine Learning
Language Modeling
Natural Language Processing
Object Detection
Cloud Platform System
Pytorch
Large Language Models
Deep Learning
Information Technology
Free and Open-Source Software
Feature Extraction
Data Pipelines
Job description
As a Research Scientist, youβll advance computer vision, deep learning, and NLP that power automated takeoff and estimation. The core problem is unsolved: a plan set is hundreds of pages drafted to dozens of CAD conventions, where the same primitive is a wall, a hatch pattern, or a leader line depending on context a model has to infer.
Youβre an early member of the US research team, which means real influence over the directions we pursue. Youβll own research problems end to end and take models to production.
What Youβll Do
- Own research problems end to end: framing, data, experiments, ablations, and the model that ships
- Advance deep learning models for object detection, semantic segmentation, and structured extraction on vector and raster construction drawings
- Build multimodal systems combining visual layout, geometry, and text
- Design evaluation frameworks to continuously improve the model
- Stay current with computer vision and ML research and evaluate whatβs relevant to construction-industry problems
Requirements
- 2-8 years of applied machine learning or AI research experience with a strong focus on computer vision and deep learning. Weβll calibrate level and compensation to what youβve built.
- Depth in at least one of: object detection, image segmentation, image processing, OCR and layout analysis, self-supervised or representation learning, or multimodal / vision-language models
- Experience training and evaluating neural networks at scale, and at least one model youβve taken to production
- Strong Python and PyTorch, across the modeling, training loop and the data pipeline
- Practical GPU and distributed training experience
- Judgment about data: what to label, what to synthesize, what to discard
- The ability to read current research critically and say whatβs worth trying, * Masterβs or PhD in Computer Science, Machine Learning, Electrical Engineering, Mathematics, or a related field
- Familiarity with vector graphics and CAD formats (SVG, DXF, DWG, IFC)
- LLM and NLP experience like structured extraction, retrieval over long documents
- Model optimization: quantization, pruning, knowledge distillation
- Publications or open-source contributions in computer vision or deep learning
- Experience with cloud environments (GCP, AWS, or Azure), * Empirical over theoretical - weβd rather run the experiment than argue about it, We are hiring Research Scientists across multiple levels, with opportunities for candidates ranging from approximately 2-8 years of relevant experience; level and compensation will be aligned with experience, research depth, and impact. The base salary range for this role is $170,000 - $275,000, plus equity. The final offer depends on experience and level. We sponsor visas. If you need sponsorship now or in the future, please apply.
About the company
- Truth-seeking, including about our own results. A negative result reported early is worth more than a positive one defended late
- Research is judged by whether it holds up in front of 1,200 contractors, not by whether itβs clever
- Honest feedback, given directly
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