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AI Research Scientist

2 months ago

Toronto, Ontario, Canada Autodesk Full time

Job Summary

We are seeking a highly skilled AI Research Scientist to join our team at Autodesk Research. As an AI Research Scientist, you will be responsible for conducting fundamental and applied research in machine learning and artificial intelligence to help our customers imagine, design, and make a better world.

About the Role

As a member of our AI Lab, you will be an expert in research areas such as artificial intelligence, deep learning, generative AI, machine learning, computer vision, reinforcement learning, information retrieval, and natural language processing. You will work on projects that range from learning-based design systems, computer vision, graphics, robotics, human-computer interaction, sustainability, simulation, manufacturing, architectural design, and construction.

Responsibilities

  • Develop new machine learning models and AI techniques to solve complex problems in design and manufacturing.
  • Lead on research projects within a global team, collaborating with experts in computer science, mathematics, statistics, physics, linguistics, mechanical engineering, and architecture.
  • Review relevant AI/ML literature to identify emerging methods, technologies, and best practices, and apply them to real-world problems.
  • Work towards long-term research goals, while identifying intermediate milestones and delivering results.
  • Build relationships and collaborate with academics and institutions to advance the field of AI and machine learning.
  • Explore new data sources and discover techniques for best leveraging data to drive innovation.
  • Publish papers and present research at top-tier conferences, such as CVPR, NeurIPS, ICML, ICLR, and SIGGRAPH.

Requirements

  • A Master's or PhD in a field related to AI/ML, such as computer science, mathematics, statistics, physics, linguistics, mechanical engineering, or architecture.
  • A publication track record in machine learning conferences and/or journals.
  • Significant post-graduate research experience, or 5 or greater years of work experience in a related field.
  • Good background in statistical methods for machine learning, including Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques, etc.
  • Familiarity with deep learning techniques, including network architectures, regularization techniques, learning techniques, loss-functions, optimization strategies, etc.
  • Familiarity with PyTorch, TensorFlow, JAX, or similar frameworks.
  • Strong coding abilities in Python and/or C++.

Preferred Qualifications

  • Experience with 2D & 3D generative AI, reinforcement learning, LLMs, and natural language processing.
  • Knowledge of computational geometry and geometric methods, such as shape analysis, topology, differential geometry, discrete geometry, functional mapping, geometric deep learning, graph neural networks.
  • Experience with multi-modal deep learning and/or information retrieval.
  • Background in architecture, construction, manufacturing, media & entertainment, or other Autodesk domains.

What We Offer

As an AI Research Scientist at Autodesk Research, you will have the opportunity to work on cutting-edge projects, collaborate with a global team of experts, and contribute to the advancement of AI and machine learning. We offer a competitive salary, benefits, and a dynamic work environment that fosters innovation and creativity.