AI Research Scientist: AEC. Remote US or Canada

Lensa; Washington (District of Columbia); Remote; USD 100,000 - 130,000; Full time

Job summary

A leading company is seeking an AI Research Scientist to conduct applied research that enhances design and construction processes. The role involves developing ML models, leading projects, and leveraging data for innovative solutions. Ideal candidates will have a strong background in AI/ML, particularly in Deep Learning and Python programming, and will work collaboratively in a diverse team. This position offers the opportunity to contribute to significant advancements in the field of architecture and engineering.

Qualifications

• Master's or PhD in a related field required.
• Strong background in Deep Learning techniques.
• Experience with statistical methods for Machine Learning.

Responsibilities

• Develop new ML models and AI techniques.
• Lead research projects within a global team.
• Explore new data sources and discover techniques.

Skills

Deep Learning

Python

Machine Learning

Education

Master's or PhD in AI/ML

Tools

PyTorch

TensorFlow

JAX

Job description

AI Research Scientist: AEC. Remote US or Canada

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Job Requisition ID #
25WD85985

French job description to follow! La description de poste en français se trouve plus bas!

Position Overview

As an Applied AI Research Scientist at Autodesk Research, you will be doing applied research that will help our customers imagine, design, and make a better world.

We are a team of scientists, researchers, engineers, and designers working together on projects that range from learning-based design systems, computer vision, graphics, robotics, human-computer interaction, sustainability, simulation, manufacturing, architectural design, and construction.

This role will report to a Manager of Research Science in the AI Lab.

Responsibilities

• Develop new ML models and AI techniques
• Lead research projects within a global team
• Review relevant AI/ML literature to identify emerging methods, technologies, and best practices
• Explore new data sources and discover techniques for best leveraging data

Minimum Qualifications

• A Master's or PhD in a field related to AI/ML such as Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, Architecture, or related disciplines
• Strong background applying Deep Learning techniques (including implementing custom architectures, optimizing model performance, developing novel loss functions, and deploying production-ready solutions)
• Familiarity with statistical methods for Machine Learning (e.g., Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques)
• Familiarity with PyTorch, TensorFlow, JAX, or similar frameworks
• Strong coding abilities in Python

Preferred Qualifications

• Experience in the Architecture, Engineering, and/or Construction domains, including expertise with industry-specific data formats (e.g., BIM models, IFC files, AEC Contract Documents, Drawings such as Drawing Sets, Specifications, or Shop Drawings)
• Knowledge of structured data representation and management in AEC workflows (building information modeling, structural specifications, project documentation)
• 2D & 3D Generative AI
• LLMs and Natural Language Processing
• Multi-modal deep learning and/or information retrieval
• Computational geometry and geometric methods (e.g., shape analysis, topology, differential geometry, discrete geometry, functional mapping, geometric deep learning, graph neural networks)
• Publication record in machine learning conferences and/or journals
• Significant post-graduate research experience or 5+ years of relevant work experience

En tant que chercheur en IA appliquée chez Autodesk Research, vous ferez de la recherche appliquée pour aider nos clients à imaginer, concevoir et fabriquer un monde meilleur.

Nous sommes une équipe de scientifiques, chercheurs, ingénieurs et concepteurs travaillant sur des projets variés allant de la conception basée sur l'apprentissage à la robotique, la visualisation, l'interaction homme-machine, la durabilité, la simulation, la fabrication, la conception architecturale et la construction.

Ce poste relève d’un responsable de la recherche scientifique dans le laboratoire d’IA.

Responsabilités

• Développer de nouveaux modèles de ML et techniques d'IA
• Diriger des projets de recherche dans une équipe internationale
• Examiner la littérature pertinente pour identifier méthodes, technologies et meilleures pratiques émergentes
• Explorer de nouvelles sources de données et techniques pour exploiter au mieux ces données

Qualifications Minimales

• Master ou doctorat dans un domaine lié à l'IA/ML (Informatique, Mathématiques, Statistiques, Physique, Linguistique, Génie mécanique, Architecture ou disciplines connexes)
• Expérience solide en Deep Learning (architecture personnalisée, optimisation, développement de fonctions de perte, déploiement)
• Familiarité avec méthodes statistiques pour apprentissage automatique (Bayésiennes, HMM, modèles graphiques, réduction de dimension, clustering, classification, régression)
• Familiarité avec PyTorch, TensorFlow, JAX ou frameworks similaires
• Compétences en programmation Python

Qualifications Préférées

• Expérience dans l'architecture, l'ingénierie ou la construction, notamment avec formats de données spécifiques (BIM, IFC, documents contractuels AEC, dessins techniques)
• Connaissance de la gestion des données structurées dans les workflows AEC
• IA générative 2D & 3D
• LLMs et NLP
• Apprentissage profond multimodal / recherche d'informations
• Géométrie informatique, topologie, géométrie différentielle, apprentissage profond géométrique, réseaux neuronaux graphiques
• Publications en conférences ou journaux ML
• Expérience de recherche avancée ou 5+ années d'expérience professionnelle

Autodesk valorise la diversité et l'inclusion. Nous sommes un employeur garantissant l'égalité des chances. Postulez dès aujourd’hui!