Motion ML Engineer for Creative Media Tech

Autodesk; Toronto; On-site; CAD 110,000 - 161,000; Full time

Job summary

Autodesk's Emerging Media and Entertainment Technology division is seeking a Machine Learning Developer to apply ML methodologies to diverse data and use cases. You will work on innovative projects that help customers imagine, design, and build a better world, with a globally distributed team across Toronto, Montreal, San Francisco and Vancouver.

The role emphasizes cutting-edge ML development, model training, data processing at scale, and collaboration with researchers and creatives to bring

Qualifications

• MS, or PhD in a field related to AI/ML such as Computer Science, Mathematics, Statistics, Physics, or a related discipline
• Proficiency in Deep Learning techniques (Network architectures, regularization techniques, learning techniques, loss-functions, optimization strategies, etc.)
• Deep background in statistical methods for Machine Learning (Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques, etc.)
• Experience with multiple assisted coding environments
• Strategies for best practices for high-velocity and scalable assisted code generation
• Computational time-series data analytics and prediction regimes
• Proficiency with scalable compute, bandwidth and storage infrastructure and associated orchestration layer
• Proficiency with Python, TensorFlow, PyTorch, and other standard deep learning frameworks
• Profound understanding of fundamental CS algorithms and their scaling behaviors
• Practical experience in applying machine learning algorithms and libraries to business problems

Responsibilities

• Review state-of the-art media-focused, and especially motion-focused ML publications and technologies
• Assess capabilities for feasibility and generalizability, and report to project and program leads
• Implement cutting edge ML results, improve existing models Stay current with new ML models and AI techniques
• Develop new specific as well as generalized large models for motion prediction under various modalities
• Develop end-to-end workflows, leveraging new data-driven techniques and evolving motion editing technologies
• Work collaboratively on research projects within a globally-based 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
• Leverage cutting edge coding tools for high velocity. Maintain high standards of engineering, scalable implementations for shared code repos

Skills

Python

TensorFlow

PyTorch

Deep Learning

ML research

Education

MS/PhD in AI/ML

Tools

Jupyter

CUDA

Docker

Job description

Autodesk's Emerging Media and Entertainment Technology division is seeking a Machine Learning Developer to apply ML methodologies to diverse data and use cases. You will work on innovative projects that help customers imagine, design, and build a better world, with a globally distributed team across Toronto, Montreal, San Francisco and Vancouver.

The role emphasizes cutting-edge ML development, model training, data processing at scale, and collaboration with researchers and creatives to bring