1 day ago
Toronto, CanadaIntern
Responsibilities
- Improve ML model training and deployment workflows on large-scale GPU and cloud infrastructure.
- Explore and prototype generative AI techniques for 2D/3D CAD and geometry data, including embeddings, text-to-geometry, and retrieval-augmented workflows.
- Develop evaluation frameworks and benchmarking tools to assess model quality, failure modes, and efficiency.
- Gain exposure to operating ML workloads at scale using Kubernetes, Ray, and distributed training frameworks.
- Contribute to monitoring, versioning, and governance systems for ML workflows.
- Document experiments and present findings that inform platform strategy and product integration.
Requirements
- Currently pursuing a BS or MS in engineering, computer science, or a related field.
- Strong proficiency in Python and familiarity with PyTorch, TensorFlow, or JAX.
- Understanding of ML fundamentals, including training loops, evaluation metrics, embeddings, and transformers.
- Exposure to MLOps concepts such as Docker, Kubernetes, and cloud platforms including AWS, Azure, or GCP.
- Strong problem-solving ability and collaborative mindset.
- Preferred qualifications include experience with LLMs, VLMs, or generative models, especially for 2D/3D data.
- Preferred qualifications include familiarity with Ray, MLflow, Neptune.ai, CometML, Weights & Biases, or Airflow.
- Preferred qualifications include knowledge of vector databases or retrieval systems such as pgvector, Pinecone, or FAISS.
- Coursework, projects, or research in geometry processing, CAD data, robotics, simulations, aerodynamics, or other physics-heavy fields is preferred.
- Experience benchmarking models and analyzing failure modes is preferred.
Benefits
- The Canada internship runs for 16 weeks from January 4 through April 23, 2027.
- The internship is paid and includes mentorship, tech talks, and professional development activities.
- The role follows Autodesk’s Flexible Workplace approach, supporting office, remote, and hybrid work preferences.
- The role may require in-person onboarding or in-person identity verification.
Tech Stack
Categories
About Autodesk
Autodesk builds design and engineering software used in architecture, construction, manufacturing, and media and entertainment. Its subscription-based portfolio includes AutoCAD, Revit, Fusion 360, Maya, and 3ds Max, along with cloud collaboration and simulation services. Founded in 1982 and headquartered in San Francisco, the public company trades on NASDAQ as ADSK and serves customers ranging from AEC firms to product designers and film and game studios.