Principal Machine Learning Engineer
AMER - Canada - Ontario - Toronto - University Ave
Autodesk
Job Requisition ID #
24WD75346Position Overview
Autodesk makes software for people who make things. If you've ever driven a high-performance car, admired a towering skyscraper, used a smartphone, or watched great science fiction films, chances are you've experienced what millions of Autodesk customers are doing with our software. Autodesk's Emerging Media and Entertainment Technology division is hiring Machine Learning Engineers to work on innovative projects that help our customers imagine, design, and make a better world. Reporting to our Director of Research, you will help us with implementing and improving ML models while applying best practices for AI Research. You'll apply ML methodologies and tools to a wide array of data and use cases and help shape the future of media and entertainment technology.
Responsibilities
Implement and enhance new ML models and AI techniques
Apply best practices for AI Research and lead by example
Work collaboratively on research projects within a globally-distributed team
Support research through building experimental pipelines and prototypes
Handle data processing and preparation at scale
Conduct model training and hyperparameter tuning
Analyze model errors and design strategies for mitigation
Collaborate with the Advanced Engineering team to implement effective AI solutions
Minimum Qualifications
BSc or MSc. in a related AI/ML field such as, Computer Science, Mathematics, Statistics, Physics (or similar)
8+ years of experience in software development, developing clear solutions for complex problems
Coding skills in Python and/or C++
Understanding of fundamental CS algorithms and their scaling behavior with a background in statistical methods for Machine Learning
Deep Learning techniques (Network architectures, regularization techniques, learning techniques, loss-functions, optimization strategies, etc.)
Experience with data modeling and data architecture
Experience with TensorFlow, PyTorch, and other standard deep learning frameworks
Excellent documentation skills for code and software architecture
Comfort with ambiguity and the ability to learn and adapt in newly forming areas
Outstanding visual and verbal communication skills
Effective interpersonal skills and a growth mindset
Preferred Qualifications
We appreciate experience with one or more of the following:
Computational geometry and geometric methods (e.g. shape analysis, signal processing, topology, differential geometry, discrete geometry, functional mapping, geometric deep learning, graph neural networks)
Diffusion models
Passion for entertainment and media, skills in the use of creative software
Expertise in network architectures, process automation, batch processing, artefact check-pointing, resilience management
Multi-modal deep learning and/or information retrieval
Natural Language Processing
Reinforcement Learning
PhD in a AI/ML related field
#LI-Hybrid
#LI-CD2
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. 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 & Belonging
We 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-belonging
Are you an existing contractor or consultant with Autodesk?
Please search for open jobs and apply internally (not on this external site).
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Architecture Computer Science Deep Learning Diffusion models Engineering Machine Learning Mathematics ML models Model training NLP PhD Physics Pipelines Python PyTorch Reinforcement Learning Research Statistics TensorFlow
Perks/benefits: Career development Competitive pay Startup environment
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