Towards AI for 3D Content Creation

Overview

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Explore the cutting-edge field of AI-driven 3D content creation in this lecture from MIT's Introduction to Deep Learning course. Delve into topics such as synthesizing worlds, scene composition, learning structure, and object creation. Discover how AI is revolutionizing medical data synthesis, graphics rendering, and neural simulation. Learn about the latest advancements in 3D deep learning libraries and gain insights into the future of AI-powered 3D content generation. Follow along as Prof. Sanja Fidler from the University of Toronto and NVIDIA guides you through the fascinating intersection of artificial intelligence and three-dimensional digital content creation.

Syllabus

- Introduction
- What is 3D content?
- AI for 3D content creation
- Synthesizing worlds
- Scene composition
- Learning structure
- Synthesizing medical data
- Recovering rules of the world
- Object creation
- Graphics via differentiable rendering
- Data generation
- Neural simulation
- 3D deep learning library
- Summary and conclusion