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Principal Research Engineer: AEC Geometric Data-...

Autodesk - Portland, OR

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Job Description

OverviewAutodesk is leading the transformation of the AEC industry, integrating AI technology into our products. We are enhancing our applications with cloud-native capabilities, including data at scale, edge computing, AI-based solutions, and advanced 3D modeling and graphics. This role is for a Senior Research Engineer on the AEC Solutions team to help build foundation models and generative AI tools for the AEC industry, provide technical leadership, and mentor junior team members.Location: We support hybrid work, and you work in the US or Canada.ResponsibilitiesLead and collaborate with other engineers to develop scalable data pipelines for diverse AEC data sourcesMentor junior engineers and provide technical guidance on complex data engineering challengesWork with large-scale, multi-modal datasets including text and geometric data, to support preprocessing, augmentation, analysis and content understandingTransform unstructured AEC data into representations suitable for machine learningLead cross-functional collaboration with ML Research Scientists and Engineers to align data formats with downstream training and fine-tuning of LLMsApply deduplication, normalization, and validation techniques to ensure high-quality data at scaleArchitect and optimize pipelines for scalability, reproducibility, and cloud deploymentDrive technical decisions and influence engineering best practices across the teamPerform requirements analysis and document solutions clearlyLead initiatives to communicate findings through quantitative analysis, visuals, and clear insightsContribute to agile workflows and adapt to evolving project needsParticipate in technical planning and roadmap developmentMinimum QualificationsMSc in Computer Science, Engineering, or a related field7-10+ years of experience in Machine Learning, Engineering, or related fields2+ years of experience leading technical projects or mentoring junior engineersDemonstrated technical leadership in cross-functional environmentsHands-on experience in data modeling, architecture, and processing across multiple representations, including 2D/3D geometryExperience with computational geometry and geometric data methodsFamiliarity with ML concepts and how data is represented for trainingProficiency in Python and strong software engineering practicesAbility to translate theoretical concepts into practical solutions and prototypesStrong documentation skills for code, architectures, and experimentsBackground in Architecture, Engineering, or Construction (AEC)Excellent communication skills with the ability to influence technical decisionsPreferred QualificationsExperience with AEC data formats (e.g., BIM models, IFC files, CAD files, drawing sets)Knowledge of the AEC industry and its data processing challengesUnderstanding of deep learning architectures (CNNs, Transformers) and frameworks like PyTorch or LightningUnderstanding of core CS algorithms and scalability considerationsExperience with AWS cloud services and SageMaker Studio for scalable data processingExperience managing or leading small technical teamsTrack record of driving technical innovation and best practicesThe Ideal CandidatePassionate about solving problems for AEC customers using machine learningComfortable working in ambiguous areas where learning and adaptability are keyCollaborative and able to provide technical leadership with minimal directionCommitted to continuous learning and helping others growProactive in solving hard problems and guiding others in problem-solving approachesNot afraid to share ideas, fail fast, and contribute to a culture of innovationAbout AutodeskAutodesk is at the forefront of transforming the AEC industry by integrating AI and cloud-native capabilities into flagship products (AutoCAD, Revit, Construction Cloud) and Forma, our Industry Cloud. We foster a culture that guides how we work, connect with customers, and contribute to the world.Salary TransparencySalary is part of Autodesk’s compensation package. For U.S.-based roles, starting base salary ranges between $146,900 and $237,600, with offers based on experience and location. The package may include bonuses, stock grants, and a comprehensive benefits package.Equal Employment OpportunityAutodesk is an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider applicants with criminal histories where allowed by law.Diversity & BelongingWe cultivate a culture of belonging where everyone can thrive. Learn more at Autodesk’s Diversity and Belonging page.OtherIf you are an existing contractor or consultant with Autodesk, please search for open jobs and apply internally (not on this external site). #J-18808-Ljbffr

Created: 2025-10-08

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