11 Research Scientist jobs in Mississauga

**Job Requisition ID #**
25WD89328
_The translation into French can be found below!/La traduction en français se trouve ci-dessous !_
**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.
You'll be joining a rapidly growing team working on a project that aims to revolutionize the design of nearly every aspect of the built environment. Your contributions will directly influence how designers, architects, and engineers interact with AI tools in the future.
This role is fully remote-friendly. Our team operates primarily remotely with team members distributed across the globe, with offices in London, Boston, Toronto and other locations worldwide. At Autodesk, we embrace remote work while fostering connection through regular team offsites for collaborative planning and relationship building. This balanced approach ensures you can work where you're most productive while maintaining meaningful connections with colleagues.
This role will report to a Manager of Research Science in the AI Lab.
Location: US or Canada Remote or Hybrid
**Responsibilities**
+ Develop and lead research on novel ML models for structured generation and multi-modal understanding of complex visual and spatial content
+ Review relevant AI/ML literature to identify emerging methods in generative models and autoregressive architectures
+ Explore new data sources and discover techniques for leveraging structured representations in design workflows
**Minimum Qualifications**
+ A PhD in a field related to AI/ML such as: Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, Architecture or related disciplines
+ Publications in venues such as NeurIPS, ICLR, GECCO, MLSys, JMLR, ICML, IROS, EMNLP, MICCAI, Medical Image Analysis, IEEE TMI, ICDAR, CVPR or other high impact ML conferences and journals
+ Strong background applying Deep Learning techniques, particularly generative models and spatial reasoning (including implementing custom architectures, optimizing model performance, developing novel loss functions, and deploying production-ready solutions)
+ Strong coding abilities in PyTorch
**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) and structured data representation in AEC workflows
+ Experience in specialized domains requiring sequential or structured generation of complex spatial annotations, such as medical imaging (autoregressive segmentation, sequential annotation), document layout analysis (technical diagrams, forms, scientific papers), or cartography/GIS (map annotation, symbol placement)
+ Experience with LLMs and autoregressive models for structured representations such as code generation, molecular/biological discovery, or other domain-specific sequence modeling
+ Multi-modal deep learning and/or information retrieval experience
+ Significant post-graduate research experience, or 5 or greater years of work experience (actual job title/position will be commensurate to experience)
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.
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**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.
Vous rejoindrez une équipe en pleine croissance qui travaille sur un projet visant à révolutionner la conception de presque tous les aspects de l'environnement bâti. Vos contributions auront une influence directe sur la manière dont les concepteurs, les architectes et les ingénieurs interagiront avec les outils d'intelligence artificielle à l'avenir.
Ce poste est entièrement compatible avec le télétravail. Notre équipe travaille principalement à distance, avec des membres répartis dans le monde entier et des bureaux à Londres, Boston, Toronto et dans d'autres villes. Chez Autodesk, nous encourageons le télétravail tout en favorisant les liens entre les membres de l'équipe grâce à des réunions régulières hors site afin de planifier le travail et de renforcer les relations. Cette approche équilibrée vous permet de travailler là où vous êtes le plus productif tout en maintenant des liens significatifs avec vos collègues.
Ce poste sera rattaché à un responsable de la recherche scientifique au sein du laboratoire d'IA.
Lieu : États-Unis ou Canada, à distance ou en mode hybride
**Responsabilités**
+ Développer et diriger des recherches sur de nouveaux modèles d'apprentissage automatique pour la génération structurée et la compréhension multimodale de contenus visuels et spatiaux complexes
+ Passer en revue la littérature pertinente en matière d'IA/d'apprentissage automatique afin d'identifier les méthodes émergentes dans les modèles génératifs et les architectures autorégressives
+ Explorer de nouvelles sources de données et découvrir des techniques permettant d'exploiter les représentations structurées dans les workflows de conception
**Qualifications minimales**
+ Doctorat dans un domaine lié à l'IA/ML, tel que : informatique, mathématiques, statistiques, physique, linguistique, génie mécanique, architecture ou disciplines connexes
+ Publications dans des revues telles que NeurIPS, ICLR, GECCO, MLSys, JMLR, ICML, IROS, EMNLP, MICCAI, Medical Image Analysis, IEEE TMI, ICDAR, CVPR ou d'autres conférences et revues de ML à fort impact
+ Solide expérience dans l'application des techniques d'apprentissage profond, en particulier les modèles génératifs et le raisonnement spatial (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)
+ Solides compétences en codage dans PyTorch
**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 et dessins AEC) et de la représentation structurée des données dans les flux de travail AEC
+ Expérience dans des domaines spécialisés nécessitant la génération séquentielle ou structurée d'annotations spatiales complexes, tels que l'imagerie médicale (segmentation autorégressive, annotation séquentielle), l'analyse de la mise en page de documents (diagrammes techniques, formulaires, articles scientifiques) ou la cartographie/SIG (annotation de cartes, placement de symboles)
+ Expérience avec les LLM et les modèles autorégressifs pour les représentations structurées telles que la génération de code, la découverte moléculaire/biologique ou d'autres modélisations de séquences spécifiques à un domaine
+ Expérience en apprentissage profond multimodal et/ou en recherche d'informations
+ Expérience significative en recherche postuniversitaire ou 5 ans ou plus d'expérience professionnelle (le titre/poste réel sera proportionnel à l'expérience)
Chez Autodesk, nous créons un lieu de travail diversifié et une culture inclusive afin de donner à davantage de personnes la possibilité d'imaginer, de concevoir et de créer un monde meilleur. Autodesk est fier d'être un employeur garantissant l'égalité des chances et examine toutes les candidatures sans distinction de race, de couleur, de religion, d'âge, de sexe, d'orientation sexuelle, d'identité sexuelle, d'origine nationale, de handicap, de statut d'ancien combattant ou de toute autre caractéristique protégée par la loi. Nous examinons également toutes les candidatures qualifiées, indépendamment des antécédents judiciaires, conformément à la législation en vigueur.
**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 - it's at the core of everything we do. Our culture guides the way we work and treat each other, informs how we connect with customers and partners, and defines how we show up in the world.
When you're an Autodesker, you can do meaningful work that helps build a better world designed and made 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 $147,300 and $54,100. Offers are based on the candidate's experience and geographic location, and may exceed this range. In addition to base salaries, our compensation package may include annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.
Salary is one part of Autodesk's competitive compensation package. For Canada-BC based roles, we expect a starting base salary between 141,000 and 206,800. Offers are based on the candidate's experience and geographic location, and may exceed this range. In addition to base salaries, our compensation package may include 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 where everyone can thrive. Learn more here: you an existing contractor or consultant with Autodesk?**
Please search for open jobs and apply internally (not on this external site).

**Job Requisition ID #**
24WD83836
**Position Overview**
The Simulation, Optimization and Systems (SOS) group within Autodesk Research is seeking an exceptionally talented and experienced Scientific Leader to join our team. We are focused on advancing the state-of-the-art design tools to allow architects, artists, designers, and engineers to " _Make Anything_ ". Our research centers around generative methods for design and spans physics-based modeling, simulation, optimization and systems modeling. You will lead and help build build a group focusing on the future of physics informed AI. Your group will work closely experts in geometric modeling, simulation, systems, robotics, high-performance computing, machine learning, sensing, computer vision, industrial manufacturing and construction.
The Physics Informed AI group will be specifically focused on researching and implementing novel algorithms for physics informed machine learning for use in design and engineering tools. We are interested in a scientific leader to help guide and direct research into physics-based generative models, surrogate models, data assimilation & digital twins, physics-based reasoning and the interpretation of physical results using AI.
**Responsibilities**
+ Identify, recruit and hire a team of scientists in Physics Informed AI with a focus on design
+ Work closely with a multi-disciplinary team of research scientists and engineers to conceive, plan, develop, and implement scientific research projects
+ Direct & perform research on machine learning models combining physics simulation and measurement data
+ Manage a team, perform bi-annual evaluations, plan development, coach, mentor and connect your personnel to academic communities and throughout the company
+ Publish papers in peer-reviewed scientific journals/conferences
+ Supervise researchers, engineers and interns (undergrad, Masters, PhD or Post-docs)
+ Document and communicate the intent and the results of projects in clear terms to both technical and non-technical team audiences
+ Present research findings at conferences and participate in research collaborations with external research institutes and universities
+ Communicate and promote the use of research findings throughout Autodesk
+ Consult with product teams on the implementation of research findings into products
**Minimum Qualifications**
+ Ph.D. or MSc. 12+ years experience in Computer Science, Engineering, Physics or Applied Mathematics
+ Extensive experience with Physics Informed Machine learning models
+ Experience authoring physics-based solvers eg; fluids, thermal, structural, kinematic
+ Strong publication history in relevant conferences and journals
+ Proven track record as a practitioner of ML, creating, training and leading groups that can build and train models at scale
+ Excellent written and oral communication skills
+ Excellent knowledge of Numerical Methods
+ Ability to quickly learn new technologies and adapt to new situations
+ Ability to collaborate effectively with a diverse, multicultural global team of scientists, engineers and architects
**Preferred Qualifications**
+ Knowledge of geometry and topology
+ Experience training large-scale, multi-modal models and ensembles
+ Familiar with collaborative development environments and version control systems
+ Experience with:
+ 2D and 3D computer graphics programming
+ Visualization techniques
+ Bayesian statistics
+ NVIDIA Warp and/or JAX, NVIDIA Modulus or similar
+ Pytorch, Pytorch Lightning, Weights & Biases, Ray, AWS Sagemaker
+ Experience training diverse architectures: CNNs, GNNs, Diffusion models, Contrastive learning, Transformers, LLMs, RNNs etc. at scale
+ Koopman, DMD, SINDy, Fourier Neural Operators, PINNs etc.
+ Computer Vision
+ Python, C++, Rust
+ OpenMP, Clang, SIMD, etc.
**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 $199,900 and $323,400. 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: you an existing contractor or consultant with Autodesk?**
Please search for open jobs and apply internally (not on this external site).

For over 50 years, SCIEX has been developing groundbreaking technologies and solutions in mass spectrometry and capillary electrophoresis. Our products enable our customers to quickly respond to environmental hazards, better understand biomarkers relevant to disease, improve patient care in the clinic, bring relevant drugs to market faster and keep food healthier and safer. At SCIEX, you'll find a rewarding role that amplifies your impact on the world and helps you realize life's potential.
SCIEX is one of 10 Life Sciences companies of Danaher. Together, we accelerate the discovery, development and delivery of solutions that safeguard and improve human health.
Learn about the Danaher Business System which makes everything possible
Are you ready for the next step in your mass spectrometry career? The Associate Research Scientist (Instrument Control and Acquisition) is responsible for driving innovation
This position is part of the Software and Applications Research Department and will be located in Concord, Ontario.
In this role, you will have the opportunity to:
+ Enable the testing and development of novel hardware to improve performance for customer workflows
+ Define novel methodologies to verify or validate different aspects of hardware/software under the mentorship of more senior scientists
+ Drive innovation by generating novel ideas to advance scientific technology
+ Identify and implement opportunities for product improvement within a defined research area
+ Contribute to on-time delivery of different research projects and translate development or scientific risks into a tangible research plan
The essential requirements of the job include:
+ Higher level Science degree in a related field such as Physics, Chemistry, mathematics, or similar required (Ph.D. preferred)
+ Broad background and knowledge of instrument control, machine learning, and software development
+ Proven publication record within the field related to enabling novel instrumentation
+ Experience with analytical instrumentation
It would be a plus if you also possess previous experience in:
+ Demonstrated experience implementing AI / ML algorithms to solve scientific problems
+ Ability to work independently
+ Proven track record of innovation and patent generation preferred
The salary range for this role is $90-$120K CAD. This is the range that we in good faith believe is the range of possible compensation for this role at the time of this posting. This range may be modified in the future.
SCIEX, a Danaher company, offers a broad array of comprehensive, competitive benefit programs that add value to our lives. Whether it's a health care program or paid time off, our programs contribute to life beyond the job. Check out our benefits at danaherbenefitsinfo.com.
Join our winning team today. Together, we'll accelerate the real-life impact of tomorrow's science and technology. We partner with customers across the globe to help them solve their most complex challenges, architecting solutions that bring the power of science to life.
For more information, visit .
Danaher Corporation and all Danaher Companies are committed to equal opportunity regardless of race, color, national origin, religion, sex, age, marital status, disability, veteran status, sexual orientation, gender identity, or other characteristics protected by law. We value diversity and the existence of similarities and differences, both visible and not, found in our workforce, workplace and throughout the markets we serve. Our associates, customers and shareholders contribute unique and different perspectives as a result of these diverse attributes.
We will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform crucial job functions, and to receive other benefits and privileges of employment. Please contact us at to request accommodation.

For over 50 years, SCIEX has been developing groundbreaking technologies and solutions in mass spectrometry and capillary electrophoresis. Our products enable our customers to quickly respond to environmental hazards, better understand biomarkers relevant to disease, improve patient care in the clinic, bring relevant drugs to market faster and keep food healthier and safer. At SCIEX, you'll find a rewarding role that amplifies your impact on the world and helps you realize life's potential.
SCIEX is one of 10 Life Sciences companies of Danaher. Together, we accelerate the discovery, development and delivery of solutions that safeguard and improve human health.
Learn about the Danaher Business System which makes everything possible
Are you ready for the next step in your mass spectrometry career? The Associate Research Scientist (Instrument Control and Acquisition) is responsible for driving innovation
This position is part of the Software and Applications Research Department and will be located in Concord, Ontario.
In this role, you will have the opportunity to:
+ Enable the testing and development of novel hardware to improve performance for customer workflows
+ Define novel methodologies to verify or validate different aspects of hardware/software under the mentorship of more senior scientists
+ Drive innovation by generating novel ideas to advance scientific technology
+ Identify and implement opportunities for product improvement within a defined research area
+ Contribute to on-time delivery of different research projects and translate development or scientific risks into a tangible research plan
The essential requirements of the job include:
+ Higher level Science degree in a related field such as Physics, Chemistry, mathematics, or similar required (Ph.D. preferred)
+ Broad background and knowledge of instrument control, machine learning, and software development
+ Proven publication record within the field related to enabling novel instrumentation
+ Experience with analytical instrumentation
It would be a plus if you also possess previous experience in:
+ Demonstrated experience implementing AI / ML algorithms to solve scientific problems
+ Ability to work independently
+ Proven track record of innovation and patent generation preferred
The salary range for this role is $90-$120K CAD. This is the range that we in good faith believe is the range of possible compensation for this role at the time of this posting. This range may be modified in the future.
SCIEX, a Danaher company, offers a broad array of comprehensive, competitive benefit programs that add value to our lives. Whether it's a health care program or paid time off, our programs contribute to life beyond the job. Check out our benefits at danaherbenefitsinfo.com.
Join our winning team today. Together, we'll accelerate the real-life impact of tomorrow's science and technology. We partner with customers across the globe to help them solve their most complex challenges, architecting solutions that bring the power of science to life.
For more information, visit .
Danaher Corporation and all Danaher Companies are committed to equal opportunity regardless of race, color, national origin, religion, sex, age, marital status, disability, veteran status, sexual orientation, gender identity, or other characteristics protected by law. We value diversity and the existence of similarities and differences, both visible and not, found in our workforce, workplace and throughout the markets we serve. Our associates, customers and shareholders contribute unique and different perspectives as a result of these diverse attributes.
We will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform crucial job functions, and to receive other benefits and privileges of employment. Please contact us at to request accommodation.

For over 50 years, SCIEX has been developing groundbreaking technologies and solutions in mass spectrometry and capillary electrophoresis. Our products enable our customers to quickly respond to environmental hazards, better understand biomarkers relevant to disease, improve patient care in the clinic, bring relevant drugs to market faster and keep food healthier and safer. At SCIEX, you'll find a rewarding role that amplifies your impact on the world and helps you realize life's potential.
SCIEX is one of 10 Life Sciences companies of Danaher. Together, we accelerate the discovery, development and delivery of solutions that safeguard and improve human health.
Learn about the Danaher Business System which makes everything possible
Are you ready for the next step in your mass spectrometry career? The Associate Research Scientist (Instrument Control and Acquisition) is responsible for driving innovation
This position is part of the Software and Applications Research Department and will be located in Concord, Ontario.
In this role, you will have the opportunity to:
+ Enable the testing and development of novel hardware to improve performance for customer workflows
+ Define novel methodologies to verify or validate different aspects of hardware/software under the mentorship of more senior scientists
+ Drive innovation by generating novel ideas to advance scientific technology
+ Identify and implement opportunities for product improvement within a defined research area
+ Contribute to on-time delivery of different research projects and translate development or scientific risks into a tangible research plan
The essential requirements of the job include:
+ Higher level Science degree in a related field such as Physics, Chemistry, mathematics, or similar required (Ph.D. preferred)
+ Broad background and knowledge of instrument control, machine learning, and software development
+ Proven publication record within the field related to enabling novel instrumentation
+ Experience with analytical instrumentation
It would be a plus if you also possess previous experience in:
+ Demonstrated experience implementing AI / ML algorithms to solve scientific problems
+ Ability to work independently
+ Proven track record of innovation and patent generation preferred
The salary range for this role is $90-$120K CAD. This is the range that we in good faith believe is the range of possible compensation for this role at the time of this posting. This range may be modified in the future.
SCIEX, a Danaher company, offers a broad array of comprehensive, competitive benefit programs that add value to our lives. Whether it's a health care program or paid time off, our programs contribute to life beyond the job. Check out our benefits at danaherbenefitsinfo.com.
Join our winning team today. Together, we'll accelerate the real-life impact of tomorrow's science and technology. We partner with customers across the globe to help them solve their most complex challenges, architecting solutions that bring the power of science to life.
For more information, visit .
Danaher Corporation and all Danaher Companies are committed to equal opportunity regardless of race, color, national origin, religion, sex, age, marital status, disability, veteran status, sexual orientation, gender identity, or other characteristics protected by law. We value diversity and the existence of similarities and differences, both visible and not, found in our workforce, workplace and throughout the markets we serve. Our associates, customers and shareholders contribute unique and different perspectives as a result of these diverse attributes.
We will ensure that individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform crucial job functions, and to receive other benefits and privileges of employment. Please contact us at to request accommodation.

**Job Requisition ID #**
25WD88563
**25WD88563, Senior Principal Construction Research Scientist**
_French translation to follow!/Traduction française à suivre_
**Position Overview**
The work we do at Autodesk touches nearly every person on the planet. By creating software tools for making buildings, machines, and even the latest movies, we influence and empower some of the most creative people in the world to solve problems that matter. As Construction Research Scientist in the Construction Research Industry Futures team, you will be doing fundamental and applied research that will help our customers imagine, design, and make a better world.
As a member of the Industry Futures team, you will be working side-by-side with world-class researchers and engineers to build new AI driven construction workflows that will help our customers imagine, design, and make a better world. The Industry Futures team is active in the wider research community and has developed active collaboration with academia and industry leaders in the field of construction.
We are seeking a subject matter expert in construction digital twins and AI model development to lead the creation of real-time, multimodal digital twin solutions. This role focuses on integrating diverse data sources including BIM, schedules, reality capture, and field data into cohesive, AI-driven models that enhance project visibility and decision-making.
Key responsibilities include developing standardized data schemas, ensuring data connectivity across systems, and building scalable pipelines to support accurate, real-time insights. This position requires expertise in data integration, AI analytics, and digital transformation in the built environment.
Based in Toronto with flexibility for remote or hybrid work, this role supports Autodesk's hybrid-first approach.
**Responsibilities**
+ Lead exploration of emerging technologies and experiences to transform how construction stakeholders access and act on real-time insights
+ Drive research and prototyping of novel approaches to delivering construction intelligence, tailored to the unique demands of site operations
+ Evaluate the impact of new tools and methods on field productivity and decision-making through rigorous analysis and iterative refinement
+ Collaborate with cross-functional teams including researchers, engineers, and external partners to develop, test, and scale innovative digital twin solutions
+ Guide the development and deployment of machine learning models that power real-time, multimodal construction insights
+ Ensure high-quality, maintainable code through robust documentation, testing, and software development best practices
+ Communicate key findings and recommendations to stakeholders and leadership, enabling data-informed strategic decisions
+ Very advanced expert roles that provide advice relevant to their subject matter expertise to senior leaders
+ Jobs at this level reflect sophisticated subject matter expertise and consultative capabilities
+ Development of novel, highly innovative solutions is often required
+ Recognized as experts within a discipline, and also apply working knowledge of the theories and concepts in other related disciplines
+ Lead the resolution of complex problems within own discipline, often with the need to integrate cross-functional processes and outcomes
+ Anticipate business challenges that could have significant impact on Autodesk's operational and financial success, and proactively develop solutions to address them
+ Provide input to functional strategies related to own discipline
+ Influence leaders within own function to adopt solutions, establish priorities, and allocate resources
+ May lead teams or projects with broad visibility
**Minimum Qualifications**
+ PhD in Computer Science, Data Science, Construction, Architecture, Civil Engineering, or a related field
+ 10+ years of experience in Digital construction including 5+ of experience in the specificity of Construction Site Digital Twin or similar research
+ Deep understanding of AI/ML concepts applied to Digital Twin, with extensive hands-on experience in training and fine-tuning models using frameworks such as PyTorch or TensorFlow
+ Proficiency with Generative AI tools such as GPT, DALL-E, Gemini, and a solid understanding of underlying Machine Learning pipelines
+ Exceptional analytical and problem-solving skills
+ Creative, flexible, and adept at working with new technology
+ Extensive experience in coding (C++, Python)
+ Strong experience with cloud services & architectures (AWS, Azure, etc.)
+ Excellent written communication skills to document code, architectures, and experiments
**Preferred Qualifications**
+ Knowledge of the design, manufacturing, AEC, or media & entertainment industries
+ Experience with Autodesk or similar products (REVIT, ACC, etc.)
**The Ideal Candidate**
+ A proactive leader with the initiative to identify solutions and drive problem resolution with minimal supervision
+ A curious and creative problem-solver who is passionate about learning and developing new technologies, while inspiring and guiding their team
+ An excellent communicator who can effectively collaborate across global locations and foster strong teamwork
+ Skilled at working in newly forming ambiguous areas, demonstrating adaptability and the ability to lead and mentor others through learning and innovation
___
**25WD88563, Chercheur principal en recherche sur la construction**
**Aperçu du poste**
Le travail que nous accomplissons chez Autodesk touche presque chaque habitant de la planète. En créant des outils logiciels pour la conception de bâtiments, de machines et même des derniers films, nous influençons et donnons les moyens à certaines des personnes les plus créatives au monde de résoudre des problèmes importants. En tant que chercheur principal en recherche dans le domaine de la construction au sein de l'équipe Construction Research Industry Futures, vous mènerez des recherches fondamentales et appliquées qui aideront nos clients à imaginer, concevoir et créer un monde meilleur.
En tant que membre de l'équipe Industry Futures, vous travaillerez aux côtés de chercheurs et d'ingénieurs de renommée mondiale afin de créer de nouveaux workflows de construction basés sur l'IA qui aideront nos clients à imaginer, concevoir et construire un monde meilleur. L'équipe Industry Futures est très active au sein de la communauté scientifique et a développé une collaboration étroite avec des universitaires et des leaders du secteur de la construction.
Nous recherchons un expert en jumeaux numériques dans le domaine de la construction et en développement de modèles d'IA pour diriger la création de solutions de jumeaux numériques multimodaux en temps réel. Ce poste consiste principalement à intégrer diverses sources de données, notamment le BIM, les calendriers, la capture de la réalité et les données de terrain, dans des modèles cohérents basés sur l'IA qui améliorent la visibilité des projets et la prise de décision.
Les principales responsabilités comprennent le développement de schémas de données standardisés, la garantie de la connectivité des données entre les systèmes et la mise en place de pipelines évolutifs pour soutenir des informations précises et en temps réel. Ce poste nécessite une expertise en intégration de données, en analyse IA et en transformation numérique dans l'environnement bâti.
Basé à Toronto, avec une flexibilité pour le travail à distance ou hybride, ce poste soutient l'approche hybride d'Autodesk.
**Responsabilités**
+ Diriger l'exploration des technologies et des expériences émergentes afin de transformer la manière dont les acteurs de la construction accèdent aux informations en temps réel et agissent en conséquence
+ Mener des recherches et prototyper des approches novatrices pour fournir des informations intelligentes sur la construction, adaptées aux exigences uniques des opérations sur site
+ Évaluer l'impact des nouveaux outils et méthodes sur la productivité sur le terrain et la prise de décision grâce à une analyse rigoureuse et à un raffinement itératif
+ Collaborer avec des équipes interfonctionnelles, notamment des chercheurs, des ingénieurs et des partenaires externes, afin de développer, tester et déployer à grande échelle des solutions innovantes de jumeaux numériques
+ Guider le développement et le déploiement de modèles d'apprentissage automatique qui alimentent des informations multimodales en temps réel sur la construction
+ Garantir un code de haute qualité et facile à maintenir grâce à une documentation robuste, des tests et les meilleures pratiques en matière de développement logiciel
+ Communiquer les principales conclusions et recommandations aux parties prenantes et à la direction, afin de permettre la prise de décisions stratégiques fondées sur des données
+ Rôles d'expert très avancés qui fournissent des conseils pertinents aux cadres supérieurs dans leur domaine d'expertise
+ Les postes de ce niveau reflètent une expertise approfondie et des capacités de conseil
+ Le développement de solutions novatrices et hautement innovantes est souvent requis
+ Reconnu comme expert dans une discipline, et applique également ses connaissances pratiques des théories et concepts dans d'autres disciplines connexes
+ Dirige la résolution de problèmes complexes dans sa propre discipline, souvent avec la nécessité d'intégrer des processus et des résultats interfonctionnels
+ Anticipe les défis commerciaux qui pourraient avoir un impact significatif sur le succès opérationnel et financier d'Autodesk, et développe de manière proactive des solutions pour y répondre
+ Contribue aux stratégies fonctionnelles liées à sa propre discipline
+ Influencer les dirigeants de sa propre fonction pour adopter des solutions, établir des priorités et allouer des ressources
+ Peut diriger des équipes ou des projets bénéficiant d'une large visibilité
**Qualifications minimales**
+ Doctorat en informatique, science des données, construction, architecture, génie civil ou dans un domaine connexe
+ Plus de 10 ans d'expérience dans la construction numérique, dont plus de 5 ans dans le domaine spécifique des jumeaux numériques de chantiers de construction ou dans des recherches similaires
+ Compréhension approfondie des concepts d'IA/ML appliqués au jumeau numérique, avec une vaste expérience pratique dans la formation et le réglage de modèles à l'aide de frameworks tels que PyTorch ou TensorFlow
+ Maîtrise des outils d'IA générative tels que GPT, DALL-E, Gemini et solide compréhension des pipelines de machine learning sous-jacents
+ Excellentes compétences analytiques et de résolution de problèmes
+ Créatif, flexible et habile dans l'utilisation des nouvelles technologies
+ Vaste expérience en codage (C++, Python)
+ Solide expérience des services et architectures cloud (AWS, Azure, etc.)
+ Excellentes compétences en communication écrite pour documenter le code, les architectures et les expériences
**Qualifications souhaitées**
+ Connaissance des secteurs de la conception, de la fabrication, de l'AEC ou des médias et du divertissement
+ Expérience avec Autodesk ou des produits similaires (REVIT, ACC, etc.)
**Le candidat idéal**
+ Un leader proactif qui prend l'initiative d'identifier des solutions et de résoudre les problèmes avec un minimum de supervision
+ Un esprit curieux et créatif, passionné par l'apprentissage et le développement de nouvelles technologies, capable d'inspirer et de guider son équipe
+ Un excellent communicateur, capable de collaborer efficacement avec des équipes internationales et de favoriser un esprit d'équipe fort
+ Aptitude à travailler dans des domaines nouveaux et ambigus, faisant preuve d'adaptabilité et de capacité à diriger et à encadrer les autres par l'apprentissage et l'innovation
**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 Canada-BC based roles, we expect a starting base salary between $166,400 and $228,800. 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.
**Diversity & Belonging**
We take pride in cultivating a culture of belonging and an equitable workplace where everyone can thrive. Learn more here: you an existing contractor or consultant with Autodesk?**
Please search for open jobs and apply internally (not on this external site).

**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 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)
+ 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 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)
---
**Description du poste**
En tant que chercheur en IA appliquée chez Autodesk Research, vous ferez de la recherche appliquée qui aidera nos clients à imaginer, concevoir et fabriquer un monde meilleur.
Nous sommes une équipe de scientifiques, de chercheurs, d'ingénieurs et de concepteurs qui travaillent ensemble sur des projets allant des systèmes de conception basés sur l'apprentissage, à la vision par ordinateur, au graphisme, à la robotique, à l'interaction homme-machine, au développement durable, à la simulation, à la fabrication, à la conception architecturale et à la construction.
Ce poste est placé sous l'autorité d'un responsable de la recherche scientifique au sein du laboratoire d'intelligence artificielle.
**Responsabilités**
+ Développer de nouveaux modèles de ML et de nouvelles techniques d'IA
+ Diriger des projets de recherche au sein d'une équipe internationale
+ Examiner la documentation pertinente sur l'IA/ML afin d'identifier les méthodes, les technologies et les meilleures pratiques émergentes
+ Explorer de nouvelles sources de données et découvrir des techniques permettant d'exploiter au mieux les données
**Qualifications minimales**
+ Master ou doctorat dans un domaine lié à l'IA/ML tel que : Informatique, mathématiques, statistiques, physique, linguistique, génie mécanique, architecture ou disciplines connexes
+ Solide expérience dans l'application des techniques de Deep Learning (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)
+ Familiarité avec les méthodes statistiques pour l'apprentissage automatique (par exemple, méthodes bayésiennes, HMM, modèles graphiques, réduction de la dimension, clustering, classification, techniques de régression, etc.)
+ Familiarité avec PyTorch, TensorFlow, JAX ou des frameworks similaires
+ Solides capacités de codage en Python
**Qualifications préférées**
+ Expérience dans les domaines de l'architecture, de l'ingénierie et/ou de la construction, y compris l'expertise avec les formats de données spécifiques à l'industrie (par exemple, les modèles BIM, les fichiers IFC, les documents contractuels AEC et les dessins tels que les jeux de dessins, les spécifications ou les dessins d'atelier)
+ Connaissance de la représentation et de la gestion des données structurées dans les flux de travail AEC (modélisation des données du bâtiment, spécifications structurelles, documentation du projet)
+ IA générative 2D et 3D
+ LLM et traitement du langage naturel
+ Apprentissage profond multimodal et/ou recherche d'informations
+ Géométrie informatique et méthodes géométriques (par exemple, analyse des formes, topologie, géométrie différentielle, géométrie discrète, cartographie fonctionnelle, apprentissage profond géométrique, réseaux neuronaux graphiques)
+ Expérience de publication dans des conférences et/ou des revues sur l'apprentissage automatique
+ Expérience significative en matière de recherche post-universitaire, ou 5 années ou plus d'expérience professionnelle (le titre du poste sera proportionnel à l'expérience)
#LIREMOTE
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.
**Are you an existing contractor or consultant with Autodesk? Please search for open jobs and apply internally (not on this external site). If you have any questions or require support, contact Autodesk Careers (Careers%20% %3E) .**

**Work Location:**
Toronto, Ontario, Canada
**Hours:**
37.5
**Line of Business:**
Analytics, Insights, & Artificial Intelligence
**Pay Details:**
$150,000 - $190,000 CAD
TD is committed to providing fair and equitable compensation opportunities to all colleagues. Growth opportunities and skill development are defining features of the colleague experience at TD. Our compensation policies and practices have been designed to allow colleagues to progress through the salary range over time as they progress in their role. The base pay actually offered may vary based upon the candidate's skills and experience, job-related knowledge, geographic location, and other specific business and organizational needs.
As a candidate, you are encouraged to ask compensation related questions and have an open dialogue with your recruiter who can provide you more specific details for this role.
**Job Description:**
Layer 6 is the AI research centre of excellence for TD Bank Group. We develop and deploy industry-leading machine learning systems that impact the lives of over 27 million customers, helping more people achieve their financial goals and needs.
Our research broadly spans the field of machine learning with areas such as deep learning and generative AI, time series forecasting and responsible use of AI. We have access to massive financial datasets and actively collaborate with world renowned academic faculty.
We are always looking for people driven to be at the cutting edge of machine learning in research, engineering, and impactful applications.
**As a Research Machine Learning Scientist, you will**
+ Join a world-class team of machine learning researchers with an extensive track record in both academia and industry.
+ Research, develop, and apply new techniques in deep learning to advance our industry leading products.
+ Work with large-scale, real-world datasets that range from banking transactions, to large document collections.
+ Collaborate closely with our engineering team in a fast-paced startup environment and see your research deployed in production with very short turnaround.
**Required** **Qualifications:**
+ PhD or Master's degree in Computer Science, Statistics, Mathematics, Engineering or a related field
+ Strong background in machine learning and deep learning
+ 2+ years of research experience with publication record
+ Proven track record of applying machine learning to solve real-world problems
**Preferred** **Qualifications:**
+ Depth of experience in relevant ML research disciplines
+ Hands on experience in software systems development
+ Experience with one or more of Pytorch, Tensorflow, Jax, or comparable library
+ Experience with Spark, SQL, or comparable database systems
+ Experience using GPUs for accelerated deep learning training
+ Familiarity with cloud computing systems like Azure or AWS
**Who We Are:**
TD is one of the world's leading global financial institutions and is the fifth largest bank in North America by branches/stores. Every day, we deliver legendary customer experiences to over 27 million households and businesses in Canada, the United States and around the world. More than 95,000 TD colleagues bring their skills, talent, and creativity to the Bank, those we serve, and the economies we support. We are guided by our vision to Be the Better Bank and our purpose to enrich the lives of our customers, communities and colleagues.
TD is deeply committed to being a leader in customer experience, that is why we believe that all colleagues, no matter where they work, are customer facing. As we build our business and deliver on our strategy, we are innovating to enhance the customer experience and build capabilities to shape the future of banking. Whether you've got years of banking experience or are just starting your career in financial services, we can help you realize your potential. Through regular leadership and development conversations to mentorship and training programs, we're here to support you towards your goals. As an organization, we keep growing - and so will you.
**Our Total Rewards Package**
Our Total Rewards package reflects the investments we make in our colleagues to help them and their families achieve their financial, physical, and mental well-being goals. Total Rewards at TD includes a base salary, variable compensation, and several other key plans such as health and well-being benefits, savings and retirement programs, paid time off, banking benefits and discounts, career development, and reward and recognition programs. Learn more ( Information:**
We're delighted that you're considering building a career with TD. Through regular development conversations, training programs, and a competitive benefits plan, we're committed to providing the support our colleagues need to thrive both at work and at home.
Please be advised that this job opportunity is subject to provincial regulation for employment purposes. It is imperative to acknowledge that each province or territory within the jurisdiction of Canada may have its own set of regulations, requirements.
**Colleague Development**
If you're interested in a specific career path or are looking to build certain skills, we want to help you succeed. You'll have regular career, development, and performance conversations with your manager, as well as access to an online learning platform and a variety of mentoring programs to help you unlock future opportunities. Whether you have a passion for helping customers and want to expand your experience, or you want to coach and inspire your colleagues, there are many different career paths within our organization at TD - and we're committed to helping you identify opportunities that support your goals.
**Training & Onboarding**
We will provide training and onboarding sessions to ensure that you've got everything you need to succeed in your new role.
**Interview Process**
We'll reach out to candidates of interest to schedule an interview. We do our best to communicate outcomes to all applicants by email or phone call.
**Accommodation**
Your accessibility is important to us. Please let us know if you'd like accommodations (including accessible meeting rooms, captioning for virtual interviews, etc.) to help us remove barriers so that you can participate throughout the interview process.
We look forward to hearing from you!
**Language Requirement (Quebec only):**
Sans Objet
Federal law prohibits job discrimination based on race, color, sex, sexual orientation, gender identity, national origin, religion, age, equal pay, disability and genetic information.