AI Research Scientist Multimodal VLM and MLLM

Overview

Conduct multimodal AI research, develop models, and lead projects at Autodesk Research.

Key Responsibilities

• literature review
• model development
• data exploration
• research leadership

Tasks

-Review relevant AI/ML literature to identify emerging methods, technologies, and best practices. -Develop new ML models and AI techniques -Explore new data sources and discover techniques for best leveraging data -Lead on research projects within a global team

Requirements

• phd
• pytorch
• mlops
• transformers
• llms
• python

What You Bring

-A Master's or PhD in a field related to AI/ML, such as: Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, or related disciplines -Publication track record in machine learning conferences and/or journals -Familiarity in statistical methods for Machine Learning (e.g. Bayesian methods, HMMs, graphical models, dimension reduction, clustering, classification, regression techniques, etc.) -Familiarity with PyTorch, PyTorch Lightning, or similar frameworks -Significant post-graduate research experience, or five or more years of work experience (actual job title/position will be commensurate with experience) -Experience with foundation and open-source models, meta/transfer learning, fine-tuning, distillation, multi-task/continual learning, RL, RLxF, and/or image/audio/video/3D generation/understanding -Strong Software development skills and familiarity with GPUs, MLOps, Git, High-performance large-scale ML systems and platforms. -Experience with Transformers, LLMs, NLP, Multi-modal Deep Learning, and VLMs/MLLMs -Strong background applying Deep Learning techniques (including implementing custom architectures, optimizing model performance, developing novel loss functions, metrics, and benchmarks, and deploying production-ready solutions) -Strong coding abilities in Python -Experience or familiarity with the 3D Graphics/Animation, Manufacturing, Engineering, Architecture, and/or Construction domain.

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About Autodesk

-Pioneered software for 2D and 3D design, revolutionizing industries. -Known for products like AutoCAD, it reshaped architecture, engineering, and manufacturing workflows. -Empowering creators in fields from construction to digital media, enabling more innovative designs. -Develops tools used in iconic projects, from skyscrapers to blockbuster movies. -Pushes the boundaries of design technology, leading the way in artificial intelligence and automation. -Software is a cornerstone in diverse sectors, from industrial to infrastructure, energy, and entertainment. -Cloud-based solutions streamline design processes and foster real-time collaboration across industries. -A leader in 3D design software, with solutions powering projects in every corner of the globe. -Committed to shaping the future of digital design, bringing complex visions to life.

Sector Specialisms