Location: | Toronto, Montreal |
---|---|
Type: | Full-time |
Remote status: | Hybrid |
Posted on: | Dec 14, 2023 |
Job Requisition ID #
23WD74274
La traduction en Français se trouve plus bas!/The French translation can be found below!
23WD74274 ML Ops Engineer
Position Overview
As a Machine Learning Operations Engineer at Autodesk Research, you will be working side-by-side with world-class researchers and engineers doing fundamental and applied research that will help our customers imagine, design, and make a better world. You are a software engineer who is passionate about building things, and deploying solutions. You are excited to collaborate with our Research Scientists to perform experiments and deploy state-of-the-art generative AI algorithms. You are comfortable serving as a translator and straddling the gap between research & development.
The location of this role is flexible. We are a global team, located in London, San Francisco, Toronto, and remotely. Autodesk is a flexible hybrid-first company, allowing workers to work remotely, in an office, or a mix of both.
Reporting to: Senior Manager
Responsibilities
- Configuring infrastructure to enable model training and hyperparameter tuning
- Implementing scaling techniques for training large models
- Optimizing the computational performance and data size of deployed large models
- Supporting research through the construction of experimental pipelines, prototypes, and reusable code
- Collaborating on research projects and papers with a diverse, global team of researchers and engineers
Minimum Qualifications
- BSc or MSc in Computer Science, or equivalent industry experience
- 2+ years of experience with deep learning and generative models
- Experience with cloud services & architectures for deploying large models (AWS, Azure, etc.)
- Experience with version controlling, reproducibility, and deploying machine learning models
- Strong data modelling and data architecture skills
- Proficiency with modern deep learning libraries and frameworks
- Proficiency in coordinating, provisioning, and maintaining systems and compute infrastructure
Preferred Qualifications
- Experience scaling ML training pipelines
- Experience deploying large models
- Experience with sync/async distributed methods for data/model parallelism
- Experience working in large distributed systems
- Multi-modal deep learning and/or information retrieval
- Knowledge of the design, manufacturing, AEC, or media & entertainment industries
- Experience with Autodesk or similar products (CAD, CAE, CAM, etc.)
The Ideal Candidate
- A Software Engineer with experience building and deploying robust machine learning systems
- Familiar with implementing experimental pipelines and prototyping AI applications
- Comfortable building prototypes from scratch and writing maintainable code within existing codebases
- Who is excited to learn & develop new technologies
- Who can effectively collaborate across global locations
#LIPOST
#Li-KJ1
How to apply to this developer job?
Latest developer jobs in Montreal
- Senior Product Manager _ TG Content CreationUbisoftJob description As a Product Manager within TG, you will be responsible for a range of in-house products related to content creation for game production teams. You will be responsible for your own pr…📍 Montreal⏱ Full-time🚗🗓 Jan 14, 2024
- Technical Lead Front End Web _ TG Content CreationUbisoftJob description As a technical leader, you are the point of reference for technological issues related to the front-end stack for all tools developed within the Content Creation Technology Group (CCT…📍 Montreal⏱ Full-time🚗🗓 Dec 21, 2023
- ML Ops Specialist _ Content Creation TGUbisoftJob description The ML Ops Specialist implements, maintains and evolves the platform to enable the development and deployment of machine learning models for the Content Creation Technology Group (CCT…📍 Montreal⏱ Full-time🚗🗓 Dec 21, 2023
- Senior Generalist Programmer _ Content Creation TGUbisoftJob description You will work with the 'Phoenix' middleware team which provides an innovative and fully featured UI content creation solution for artists and technical integrators to create n…📍 Montreal⏱ Full-time🚗🗓 Dec 21, 2023
- Animation programmer _ Content Creation TGUbisoftJob description As an animation programmer, you will be part of a character animation tools development team in the Content Creation Technology Group (CCTG). You’ll design and create innovative anima…📍 Montreal⏱ Full-time🚗🗓 Dec 21, 2023