26WD100628, Machine Learning Developer

Position OverviewAutodesk 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 excellent 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 seeking a Machine Learning (ML) Developer to work on innovative projects that help our customers imagine, design, and make a better world. This role is ideal for individuals proficient in applying ML methodologies and tools to a wide range of data and use cases.

The role is based in Toronto, Montreal or Vancouver. It is a hybrid role.

Our team is globally based, with key locations in Toronto, Montreal, San Francisco and Vancouver.

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

Minimum 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

Preferred Qualifications* Experience in production environments and creative workflows in the entertainment or adjacent industries* Proven collaboration with creatives and producers* Familiarity with media pipelines and practical application of data modeling





The Ideal Candidate* Ability to decompose large problems into manageable components and develop clear solutions* Proactive and self-motivated attitude towards problem solving* Excellent documentation skills for code and software architecture* Self-motivation and the ability to find solutions and execute problems with minimal supervision* Comfort with ambiguity and the ability to learn and adapt in newly forming areas* Outstanding visual and verbal communication skills* A passion for entertainment and skills in the use of creative software* Highly effective interpersonal skills and a growth mindset------------------------------------------------------------------------------------------------------------------------26WD100628, Développeur en apprentissage automatique

Aperçu du PosteAutodesk développe des logiciels destinés à ceux qui créent. Si vous avez déjà conduit une voiture haute performance, admiré un gratte-ciel imposant, utilisé un smartphone ou regardé de grands films de science-fiction, il y a de fortes chances que vous ayez déjà fait l’expérience de ce que des millions de clients d’Autodesk réalisent grâce à nos logiciels.La division « Emerging Media and Entertainment Technology » d’Autodesk recherche un développeur en apprentissage automatique (ML) pour travailler sur des projets innovants qui aident nos clients à imaginer, concevoir et créer un monde meilleur. Ce poste est idéal pour les personnes maîtrisant l’application des méthodologies et des outils d’apprentissage automatique à un large éventail de données et de cas d’utilisation.

Notre équipe est répartie dans le monde entier, avec des sites clés à Toronto, Montréal, San Francisco et Vancouver.

Responsabilités* Pas

📌 Machine Learning Developer Toronto, ON, CA + 6 more Posted a day ago
🏢 Autodesk
📍 Toronto