Machine Learning Engineer, Generative AI

Company: Autodesk
Company: Autodesk
Location: Toronto, ON, CAN
Commitment: Full time
Posted on: 2024-07-09 05:13
Job Requisition ID #24WD79731Autodesk is leading the transformation of the AEC industry, integrating AI technology into our products. We’re enhancing our applications with cloud-native capabilities, including data at scale, edge computing, AI-based solutions, and advanced 3D modeling and graphics. This innovation is happening across our flagship products—AutoCAD, Revit, and Construction Cloud—and Forma, our new Industry Cloud.As a Machine Learning Engineer on the AEC Solutions team, you will join a team of technologists to help build foundation models and generative AI tools for the AEC industry. You will work collaboratively to create and interpret design data that can enhance design and engineering workflows.Report: You will report to the Senior AI Development Manager in the Architecture, Engineering, and Construction (AEC) Solutions Team.Location: We support hybrid work, and you work near our Boston, Massachusetts or Toronto, Canada offices.ResponsibilitiesCollaborate with other engineers to develop data pipelines and architectures, and support tasks related to data collection, storage, processing, and analysisWrite code for model training, testing, and deploymentMonitor and troubleshoot machine learning models to ensure accuracy and performancePerform requirements analysis, working with team members of different levels and documenting solutionsWork with large-scale data sets and manage data flow between systemsOrganize and process large batches of text and geometric dataCommunicate your findings through quantitative data analysis and qualitative visuals and insightsMinimum QualificationsA MS in Machine Learning, Artificial Intelligence, Mathematics, Statistics, Computer Science, or a related field3+ years of experience in machine learning engineering or related fieldDomain expertise in training deep neural nets, such as CNN and transformers and proficiency in least one deep learning framework, for example PyTorch, TensorFlowStrong fundamentals in 3D geometry and geometric computer visionExposure to Cloud Computing in AWS and using the SageMaker Studio platformGood understanding of fundamental CS algorithms and their scaling behaviorsGood coding skills covering procedural and data-analytics oriented languages (such as Python)Able to translate theoretical concepts into practical solutions and prototype implementations.Other QualificationsBackground in Architecture, Engineering, or ConstructionPractical experience in data preparation, hyper-parameter selection; acceleration techniques; and optimization methodsExposure to cloud computing in AWS, Azure or Google CloudExperience in parallel distribution of algorithms using platforms such as Spark or Hadoop.Practical experience developing high scale machine learning algorithmsIdeal CandidateYou are passionate about solving problems for AEC (Architecture, Engineering, and Construction) customers by applying machine learning techniquesYou are comfortable working in newly forming ambiguous areas where learning and adaptability are key skillsYou easily collaborate with others and are comfortable with minimal directionYou are constantly striving to learn new technologies and methodologies.You seek new ways to solve hard problems.You are unafraid to put your ideas out there and fail fastLearn 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. Offers are based on the candidate’s experience and geographic location. In addition to base salaries, we also have a significant emphasis on discretionary annual cash bonuses, commissions for sales roles, stock or long-term incentive cash grants, and a comprehensive benefits package.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).
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