... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... As an Machine Learning AI Development Manager for the AEC Solutions group, you will lead your team ...
... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... As an Machine Learning AI Development Manager for the AEC Solutions group, you will lead your team ...
Staff Machine Learning Engineer - Mapping
$185K - $335K/yr
The Role We are looking for a Staff Machine Learning Engineer to serve as a technical leader for ... Hands-on experience with 3D perception, BEV representations, or multi-view geometry. * Familiarity ...
Staff Machine Learning Engineer - Mapping
$185K - $335K/yr
The Role We are looking for a Staff Machine Learning Engineer to serve as a technical leader for ... Hands-on experience with 3D perception, BEV representations, or multi-view geometry. * Familiarity ...
Perception Machine Learning Algorithm Engineer
$75K - $100K/yr
We are looking for an experienced Perception Machine Learning Algorithm Engineer to join our ADAS ... Design and implement cutting-edge deep learning algorithms for 2D/3D object detection, segmentation ...
Perception Machine Learning Algorithm Engineer
$75K - $100K/yr
We are looking for an experienced Perception Machine Learning Algorithm Engineer to join our ADAS ... Design and implement cutting-edge deep learning algorithms for 2D/3D object detection, segmentation ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site
$102K - $140K/yr
... other machine learning services existing in the company. • Proactively assess current ... 3D Reconstruction, or 3D Computer Vision. • Considered highly skilled and proficient in ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site
$102K - $140K/yr
... other machine learning services existing in the company. • Proactively assess current ... 3D Reconstruction, or 3D Computer Vision. • Considered highly skilled and proficient in ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site
$102K - $140K/yr
... other machine learning services existing in the company. • Proactively assess current ... 3D Reconstruction, or 3D Computer Vision. • Considered highly skilled and proficient in ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site
$102K - $140K/yr
... other machine learning services existing in the company. • Proactively assess current ... 3D Reconstruction, or 3D Computer Vision. • Considered highly skilled and proficient in ...
... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... Report: You will report to the Machine Learning Manager in the Architecture, Engineering, and ...
... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... Report: You will report to the Machine Learning Manager in the Architecture, Engineering, and ...
... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... Report: You will report to the Machine Learning Manager in the Architecture, Engineering, and ...
... advanced 3D modeling and graphics. This innovation is happening across our flagship products ... Report: You will report to the Machine Learning Manager in the Architecture, Engineering, and ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site +1
Work in the cloud machine learning ecosystem alongside other machine learning services existing in ... Background in Computer Graphics, 3D Reconstruction, or 3D Computer Vision. * Considered highly ...
Senior, ML Engineer - Neural Rendering
Ann Arbor, MI · On-site +1
Work in the cloud machine learning ecosystem alongside other machine learning services existing in ... Background in Computer Graphics, 3D Reconstruction, or 3D Computer Vision. * Considered highly ...
... computer vision and machine learning algorithms that power autonomous robots, humanoids, and ... Work on topics such as object detection, pose estimation, scene understanding, 3D reconstruction ...
... computer vision and machine learning algorithms that power autonomous robots, humanoids, and ... Work on topics such as object detection, pose estimation, scene understanding, 3D reconstruction ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Exercise analytical models for in-cylinder combustion analysis using 3D CFD codes such as Star-CD ... Proficient in application of machine learning, data driven modeling techniques in context of engine ...
Lead Perception Engineer
$100K - $132K/yr
TEAM At Woven by Toyota, we work on some of the most challenging problems in autonomy from 3D ... A system thinker with technical depth in machine learning approaches to complex systems. This ...
Lead Perception Engineer
$100K - $132K/yr
TEAM At Woven by Toyota, we work on some of the most challenging problems in autonomy from 3D ... A system thinker with technical depth in machine learning approaches to complex systems. This ...
Lead Perception Engineer
Ann Arbor, MI · On-site
$100K - $132K/yr
TEAM At Woven by Toyota, we work on some of the most challenging problems in autonomy from 3D ... A system thinker with technical depth in machine learning approaches to complex systems. This ...
Lead Perception Engineer
Ann Arbor, MI · On-site
$100K - $132K/yr
TEAM At Woven by Toyota, we work on some of the most challenging problems in autonomy from 3D ... A system thinker with technical depth in machine learning approaches to complex systems. This ...
Senior, ML Engineer - Offline Perception
Ann Arbor, MI · On-site +1
$102K - $140K/yr
Develop guidelines and standards for analytics and machine learning models, their deployment, and ... Two of the following: 2D/3D Object Detection, Tracking, Sensor Fusion, Semantic Segmentation, SLAM ...
Senior, ML Engineer - Offline Perception
Ann Arbor, MI · On-site +1
$102K - $140K/yr
Develop guidelines and standards for analytics and machine learning models, their deployment, and ... Two of the following: 2D/3D Object Detection, Tracking, Sensor Fusion, Semantic Segmentation, SLAM ...
Perception Engineer
Detroit, MI · On-site
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Perception Engineer
Detroit, MI · On-site
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Autonomous Driving Vehicle Perception Engineer
Northville, MI · On-site
$80K - $100K/yr
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Quick apply
Autonomous Driving Vehicle Perception Engineer
Northville, MI · On-site
$80K - $100K/yr
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Quick apply
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Develop, test, and deploy machine learning models for perception tasks such as object detection and ... Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability ...
Senior, ML Engineer - Offline Perception
Ann Arbor, MI · On-site
$102K - $140K/yr
... machine learning models, their deployment, and associated processes. • Provides technical ... 3D Object Detection, Tracking, Sensor Fusion, Semantic Segmentation, SLAM, BEV. • Scaled ML ...
Senior, ML Engineer - Offline Perception
Ann Arbor, MI · On-site
$102K - $140K/yr
... machine learning models, their deployment, and associated processes. • Provides technical ... 3D Object Detection, Tracking, Sensor Fusion, Semantic Segmentation, SLAM, BEV. • Scaled ML ...
3D Machine Learning information
What are some common challenges faced by professionals working in 3D machine learning, and how can they be addressed?
Professionals in 3D machine learning often encounter challenges such as handling large and complex datasets, managing high computational requirements, and ensuring model robustness across diverse 3D data types (e.g., point clouds, meshes, voxel grids). Addressing these challenges typically involves using efficient data preprocessing pipelines, leveraging cloud computing or advanced GPU resources, and staying updated with the latest research on 3D data augmentation and model architectures. Collaboration with multidisciplinary teams—including data engineers, computer vision experts, and domain specialists—is also crucial for overcoming technical obstacles and producing practical, scalable solutions.
What is 3D machine learning?
3D machine learning is a field of artificial intelligence focused on developing algorithms and models that can process and understand three-dimensional data. This includes tasks such as object recognition, scene reconstruction, segmentation, and analysis using 3D data formats like point clouds, meshes, or volumetric grids. Applications of 3D machine learning are found in areas like autonomous driving, robotics, medical imaging, and augmented reality. The field combines techniques from computer vision, deep learning, and geometry processing to interpret complex spatial information.
What are the key skills and qualifications needed to thrive as a 3D Machine Learning Engineer, and why are they important?
To thrive as a 3D Machine Learning Engineer, you need a solid background in computer science, mathematics, and experience with 3D data processing and machine learning algorithms, typically supported by a relevant degree. Expertise in tools and frameworks like Python, PyTorch or TensorFlow, and libraries such as Open3D or PCL is commonly required, along with familiarity with 3D data formats. Strong problem-solving skills, creativity, and effective communication set top performers apart in this role. These skills enable the development of innovative solutions for complex 3D data challenges, which are crucial for advancements in fields like robotics, computer vision, and AR/VR.
What is the difference between 3D Machine Learning vs 3D Computer Vision?
| Aspect | 3D Machine Learning | 3D Computer Vision |
|---|---|---|
| Required Credentials | Degree in Computer Science, Data Science, or related fields; knowledge of ML frameworks | Degree in Computer Vision, Computer Science, or related fields; experience with image processing |
| Work Environment | Research labs, AI development teams, tech companies | Imaging labs, robotics, autonomous vehicles, tech firms |
| Industry Usage | Developing models for 3D data analysis, sensor data integration | Processing 3D images, object detection, scene reconstruction |
While 3D Machine Learning focuses on creating algorithms that learn from 3D data, 3D Computer Vision emphasizes interpreting and analyzing 3D visual information. Both fields often overlap but serve different primary objectives within AI and imaging applications.
What are popular job titles related to 3D Machine Learning jobs in Michigan? For 3D Machine Learning jobs in Michigan, the most frequently searched job titles are:
What job categories do people searching 3D Machine Learning jobs in Michigan look for? The top searched job categories for 3D Machine Learning jobs in Michigan are:
What cities in Michigan are hiring for 3D Machine Learning jobs? Cities in Michigan with the most 3D Machine Learning job openings:
Autodesk rating
9.5
Based on 5 frontline employees who took The Breakroom Quiz
7th of 191 rated software companies
Job description
Job Requisition ID #
Position Overview
If you're looking to make a significant impact and shape the future of the AEC industry, this is the role for you. AI is the future of design and make, and Autodesk is pioneering the transformation of the AEC industry. 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 an Machine Learning AI Development Manager for the AEC Solutions group, you will lead your team to build foundation models and machine learning tools for the AEC industry. You will coach your team to collaborate across organizations to build the latest foundation models and generative AI tools for the AEC industry. You will also ensure that we maintain privacy and security standards respecting and safeguarding our customers' data.
You will report to the Senior AI/ML Development Manager in the Architecture, Engineering, and Construction (AEC) Solutions Team.
We support hybrid work, and you work near our Toronto, Canada or Boston, MA.
Responsibilities
Work with your team to help understand requirements, evaluate new features, and help build technology roadmaps
Build a new team by recruiting talent from diverse backgrounds and perspectives
Build partnerships with technical leads and important individuals within other functional organizations, to implement compelling solutions
Build an inclusive culture, mentor team members, and provide your team with the tools to reach their goals
Foster a culture of innovation, continuous improvement, and excellence
Keep up-to-date with the latest AI trends and apply this expertise to improve team performance and product quality
Create tactical execution plans and ensure adherence to budgets, schedules, and performance expectations
Educate leaders at Autodesk on best uses and practices of AI
Create processes that make gathering and processing large batches of geometry, physics, and design workflow data more automated and frictionless
Minimum Qualifications
MS in Machine Learning, Mathematics, Statistics, Computer Science, or a related field
5+ years of experience in machine learning engineering or related field
3+ years of experience as a manager
Experience building an innovative and creative team culture
Ability to break down a large, long lead projects into shorter, clear milestones to deliver value incrementally
Strong interpersonal skills and ability to work across many organizations
Experience with Scrum and Agile development processes and methodologies
Preferred Qualifications
Experience in the AEC industry, Autodesk products such as Revit, and AEC data schemas and standards
Experience training deep neural nets, such as CNN and transformers and proficiency in least one deep learning framework, for example PyTorch, TensorFlow
Strong fundamentals in 3D geometry and geometric computer vision
Exposure to Cloud Computing in AWS and using the SageMaker Studio platform
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 Canada based roles, we expect a starting base salary between $0 and $0. 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.Belonging
We take pride in cultivating a culture of belonging where everyone can thrive. Learn more here: https://www.autodesk.com/company/global-belonging
Are you an existing contractor or consultant with Autodesk?
Please search for open jobs and apply internally (not on this external site).
About Autodesk
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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. For more information visit autodesk.com or follow @autodesk.
Industry
Software development
Company size
10,000+ Employees
Headquarters location
San Rafael, CA, US
Year founded
1982