Job Requisition ID #25WD88829The English translation can be found below!/La traduction en anglais se trouve ci-dessous!Description du posteEn 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.Vous serez rattaché(e) au responsable de la recherche scientifique au sein du laboratoire d'IA.ResponsabilitésDévelopper de nouveaux modèles d'apprentissage automatique et de nouvelles techniques d'IADiriger des projets de recherche au sein d'une équipe internationalePasser en revue la littérature pertinente en matière d'IA/d'apprentissage automatique afin d'identifier les méthodes, technologies et meilleures pratiques émergentesExplorer de nouvelles sources de données et découvrir des techniques permettant de tirer le meilleur parti des donnéesQualifications minimalesMaster ou doctorat dans un domaine lié à l'IA/l'apprentissage automatique, tel que : Informatique, mathématiques, statistiques, physique, linguistique, génie mécanique, architecture ou disciplines connexesSolide 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 similairesSolides compétences en codage PythonQualifications souhaitéesExpérience 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 naturelApprentissage profond multimodal et/ou recherche d'informationsExpérience 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-------------------------------------------------------------------------------------------------------Position OverviewAs 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.ResponsibilitiesDevelop new ML models and AI techniquesLead on research projects within a global teamReview relevant AI/ML literature to identify emerging methods, technologies, and best practicesExplore new data sources and discover techniques for best leveraging dataMinimum QualificationsA Master's or PhD in a field related to AI/ML such as: Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, Architecture or related disciplinesStrong 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 frameworksStrong coding abilities in PythonPreferred QualificationsExperience 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 ProcessingMulti-modal deep learning and/or information retrievalPublication track record in machine learning conferences and/or journalsSignificant post-graduate research experience, or 5 or greater years of work experience (actual job title/position will be commensurate to experience)Learn MoreAbout AutodeskWelcome 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 transparencySalary 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 & BelongingWe 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-belongingAre you an existing contractor or consultant with Autodesk? Please search for open jobs and apply internally (not on this external site).
View Original Job Posting