Principal Machine Learning: Generative AI. United States

15 Minutes ago • 7-10 Years • Research Development

Job Summary

Job Description

Autodesk is seeking a Principal Machine Learning Developer/Engineer for the AEC Solutions team to integrate AI into products like AutoCAD, Revit, and Forma. This role involves building foundation models and generative AI tools for the AEC industry, enhancing design and engineering workflows. Responsibilities include architecting scalable data pipelines, working with large-scale multimodal datasets, developing and optimizing production-level ML solutions, and mentoring junior engineers.
Must have:
  • Architect and implement scalable data pipelines
  • Develop advanced preprocessing for multimodal datasets
  • Optimize production-level ML solutions for scalability
  • Establish best practices for model experimentation and evaluation
  • Write high-performance code for ML pipelines
  • Perform in-depth requirements analysis
  • Set technical direction and define innovative solutions
  • Communicate technical findings to stakeholders
  • Mentor junior engineers
  • MS in Machine Learning, AI, Computer Science, or related field
  • 7-10+ years in ML engineering with leadership
  • Expertise in deep learning architectures (Transformers, CNNs, GANs)
  • Proficiency in modern ML frameworks (PyTorch, Lightning, Ray)
  • Experience with LLMs, embedding models, vector databases, RAG systems in production
  • Deep understanding of data modeling, system architectures, processing techniques
  • Experience with AWS cloud services and SageMaker Studio
  • Strong foundation in computer science fundamentals, distributed computing, algorithmic efficiency
  • Ability to translate theoretical concepts into practical solutions
  • Excellent technical writing and communication skills
Good to have:
  • Background in Architecture, Engineering, or Construction (AEC)
  • Extensive experience in data preparation
  • Experience in hyper-parameter selection
  • Knowledge of acceleration techniques
  • Experience with optimization methods
  • Proficiency in parallel and distributed computing (Spark, Ray)
  • Proven record in deploying high-scale machine learning algorithms in production environments

Job Details

Job Requisition ID #

25WD89730

Position Overview

Autodesk 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 Developer/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 Machine Learning Manager in the Architecture, Engineering, and Construction (AEC) Solutions Team.

Responsibilities

  • Architect and guide the implementation of scalable data pipelines and architectures
  • Work with large-scale multimodal datasets (text, unstructured and structured data), developing advanced preprocessing, augmentation, and content understanding techniques
  • Architect, develop, and optimize production-level ML solutions, focusing on scalability and reliability, while contributing to engineering best practices
  • Establish best practices for model experimentation, evaluation, and optimization
  • Contribute to technical execution by writing well-structured, high-performance code for production ML pipelines
  • Perform in-depth requirements analysis, collaborating with team members at different levels and documenting solutions
  • Set the technical direction by identifying key challenges and defining innovative solutions
  • Communicate technical findings effectively, influencing stakeholders through quantitative analysis, qualitative insights, and clear visual presentations
  • Mentor and guide junior engineers, fostering a culture of technical excellence and knowledge-sharing within the team

Minimum Qualifications

  • An MS in Machine Learning, Artificial Intelligence, Mathematics, Statistics, Computer Science, or a related field
  • 7-10+ years of experience in machine learning engineering or a related field, with a proven track record of leadership and hands-on implementation
  • Expertise in deep learning architectures (e.g., Transformers, CNNs, GANs) and modern ML frameworks (e.g., PyTorch, Lightning, Ray)
  • Experience with LLMs and related technologies, including frameworks, embedding models, vector databases, and Retrieval-Augmented Generation (RAG) systems, in production settings
  • Deep understanding of data modeling, system architectures, and processing techniques.
  • Experience with AWS cloud services and SageMaker Studio for scalable data processing and model development
  • Strong foundation in computer science fundamentals, distributed computing, and algorithmic efficiency
  • Proven ability to translate theoretical concepts into practical solutions and prototype implementations
  • Ability to work autonomously while effectively collaborating across teams, bridging the gap between research and practical implementation
  • Excellent technical writing and communication skills for documentation, presentations, and influencing cross-functional teams

Preferred Qualifications

  • Background in Architecture, Engineering, or Construction
  • Extensive experience in data preparation, hyper-parameter selection; acceleration techniques; and optimization methods
  • Proficiency in parallel and distributed computing techniques, with hands-on experience using platforms like Spark, Ray, or similar distributed systems for large-scale data processing and model training
  • Proven record in developing and deploying high-scale machine learning algorithms in production environments

Ideal Candidate

  • You are passionate about solving problems for our AEC (Architecture, Engineering, and Construction) customers by applying machine learning techniques
  • You are comfortable driving progress in newly forming, ambiguous areas where learning and adaptability are key
  • You lead by doing, combining technical leadership with hands-on implementation
  • You easily collaborate with others and are comfortable with minimal direction
  • You constantly strive to learn new technologies and methodologies
  • You seek innovative solutions to difficult technical problems and iterate quickly on ideas
  • You are unafraid to experiment, share your ideas openly, and fail fast

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

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About The Company

Autodesk is changing how the world is designed and made. Our technology spans architecture, engineering, construction, product design, manufacturing, media, and entertainment, empowering innovators everywhere to solve challenges big and small. From greener buildings to smarter products to more mesmerizing blockbusters, Autodesk software helps our customers to design and make a better world for all. Over 100 million people use Autodesk software like AutoCAD, Revit, Maya, 3ds Max, Fusion 360, SketchBook, and more to unlock their creativity and solve important design, business and environmental challenges. Our software runs on both personal computers and mobile devices and taps the infinite computing power of the cloud to help teams around the world collaborate, design, simulate and fabricate their ideas in 3D. We provide exceptional compensation/benefit packages and we’d love for you to join us. We’re proud to be an equal opportunity employer and we consider all qualified applicants without regard to race, gender, disability, veteran status or other protected category. To see our culture in action, check out #AutodeskLife. We are headquartered in the San Francisco Bay Area and have more than 10,000 employees worldwide.

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