Job Requisition ID #
25WD88829
The English translation can be found below!/La traduction en anglais se trouve ci-dessous!
Description du poste
En tant que chercheur en intelligence artificielle chez Autodesk Research, vous mènerez des recherches fondamentales et appliquées qui aideront nos clients à imaginer, concevoir et créer un monde meilleur.
Nous sommes une équipe de scientifiques, de chercheurs, d'ingénieurs et de concepteurs qui collaborent sur des projets allant des systèmes de conception basés sur l'apprentissage à la vision par ordinateur, en passant par le graphisme, la robotique, l'interaction homme-machine, la durabilité, la simulation, la fabrication, la conception architecturale et la construction.
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Vous serez rattaché(e) au responsable de la recherche scientifique au sein du laboratoire d'IA.
Responsabilités
- Développer de nouveaux modèles d'apprentissage automatique et de nouvelles techniques d'IA
- Diriger des projets de recherche au sein d'une équipe internationale
- Passer en revue la littérature pertinente en matière d'IA/d'apprentissage automatique afin d'identifier les méthodes, technologies et meilleures pratiques émergentes
- Explorer de nouvelles sources de données et découvrir des techniques permettant de tirer le meilleur parti des données
Qualifications minimales
- Master ou doctorat dans un domaine lié à l'IA/l'apprentissage automatique, tel que : Informatique, mathématiques, statistiques, physique, linguistique, génie mécanique, architecture ou disciplines connexes
- Solide expérience dans l'application des techniques d'apprentissage profond (y compris la mise en œuvre d'architectures personnalisées, l'optimisation des performances des modèles, le développement de nouvelles fonctions de perte et le déploiement de solutions prêtes à la production)
- Connaissance des méthodes statistiques pour l'apprentissage automatique (par exemple, méthodes bayésiennes, HMM, modèles graphiques, réduction de dimension, regroupement, classification, techniques de régression, etc.
- Bonne connaissance de PyTorch, TensorFlow, JAX ou de frameworks similaires
- Solides compétences en codage Python
Qualifications souhaitées
- Expérience dans les domaines de l'architecture, de l'ingénierie et/ou de la construction, y compris une expertise des formats de données spécifiques à l'industrie (par exemple, modèles BIM, fichiers IFC, documents contractuels AEC et dessins tels que jeux de dessins, spécifications ou dessins d'atelier)
- Connaissance de la représentation et de la gestion des données structurées dans les flux de travail AEC (modélisation des informations du bâtiment, spécifications structurelles, documentation de projet)
- LLM et traitement du langage naturel
- Apprentissage profond multimodal et/ou recherche d'informations
- Expérience significative en matière de recherche postdoctorale ou 5 ans ou plus d'expérience professionnelle (le titre/poste réel sera déterminé en fonction de l'expérience)
- Expérience significative dans le domaine de l'ingénierie, de l'architecture ou de la construction
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Position Overview
As an AI Research Scientist at Autodesk Research, you will be doing fundamental and 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 on 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 in statistical methods for Machine Learning (e.g. Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques, etc.)
- 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 and 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)
- LLMs and Natural Language Processing
- Multi-modal deep learning and/or information retrieval
- Publication track record in machine learning conferences and/or journals
- Significant post-graduate research experience, or 5 or greater years of work experience (actual job title/position will be commensurate to experience)
Learn More
About Autodesk
Welcome to Autodesk! Amazing things are created every day with our software - from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.
We take great pride in our culture here at Autodesk - our Culture Code is at the core of everything we do. Our values and ways of working help our people thrive and realize their potential, which leads to even better outcomes for our customers.
When you're an Autodesker, you can be your whole, authentic self and do meaningful work that helps build a better future for all. Ready to shape the world and your future? Join us!
Salary transparency
Salary is one part of Autodesk's competitive compensation package. For U.S.-based roles, we expect a starting base salary between $124,300 and $214,500. Offers are based on the candidate's experience and geographic location, and may exceed this range. In addition to base salaries, we also have a significant emphasis on annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.
Equal Employment Opportunity
At Autodesk, we're building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.
Diversity & Belonging
We take pride in cultivating a culture of belonging and an equitable workplace where everyone can thrive. Learn more here: https://www.autodesk.com/company/diversity-and-belonging
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