Research Scientist Machine Learning, Deep Reinforcement Learning

Autodesk

Americas-United States of America-California-San Francisco

Research Scientist for Machine Learning in Building Construction

Location: San Francisco, CA- United States

Job ID: 18WD27043


Position Overview

The Design Research team works within in the Office of the CTO and is focused on discovering new, innovative experiences for designers. We design, test, and iteratively refine new user experience concepts by deeply understanding our users’ unique needs and behaviors. Our team helps customers to re-imagine the future of building design and construction by designing and deploying virtual construction agents.


The Design Research team is seeking a research scientist passionate about building the next generation of Autodesk products for architecture, engineering, and construction (AEC) industry.  Using construction planning, scheduling, and execution data, our researcher will design a ‘virtual agent' that can help designers with encoding construction knowledge into their design, engineers with producing constructible engineering designs, and contractors with planning and executing construction projects.


Responsibilities

  • Develop the next generation of Autodesk applications for AEC industry using novel deep RL algorithms
  • Perform applied research in related areas including machine learning, deep learning, NLP, data-driven simulation, and optimization
  • Collaborate with a team of user experience designers, engineers, research scientists, and interns
  • Contribute to writing research papers


Minimum Qualifications

  • MS or PhD in computer science, computer engineering, or any other relevant disciplines with a background in machine learning and deep reinforcement learning
  • Hands-on experience on machine learning and deep reinforcement learning, specialized in data-driven machine learning, predictive models, and NLP
  • Proficient in Python and deep learning frameworks including Tensorflow, Pytorch, and Caffe
  • Experience in quick prototyping and scientific research methods
  • Strong math and programming skills


Preferred Qualifications

  • Knowledge of architectural design
  • Knowledge of civil/structural engineering
  • Knowledge of construction management
  • Knowledge of existing AEC workflows


About Autodesk

With Autodesk software, you have the power to Make Anything.  The future of making is here, bringing with it radical changes in the way things are designed, made, and used.  It's disrupting every industry: architecture, engineering, and construction; manufacturing; and media and entertainment.  With the right knowledge and tools, this disruption is your opportunity.  Our software is used by everyone - from design professionals, engineers and architects to digital scientists, students and hobbyists.  We constantly explore new ways to integrate all dimensions of diversity across our employees, customers, partners, and communities.  Our ultimate goal is to expand opportunities for anyone to imagine, design, and make a better world.

Autodesk is proud to be an equal opportunity employer and considers all qualified applicants without regard to race, gender, disability, veteran status or other protected category. Autodesk will consider for employment all applicants with criminal histories consistent with the San Francisco Fair Chance Ordinance and any other state, federal or local law. #LI-POST Engineering

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Confirmed 5 hours ago. Posted 30+ days ago.

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