Machine Learning for CG

ML fundamentals and courses for CG artists.

• 3D Machine Learning. Resource repository for 3D machine learning.
• Awesome 3D Human. Curated list of papers and resources on 3D human research, including face, body, hand and motion.
• DINOv2. Meta self-supervised vision features. Strong general-purpose image embeddings. Useful as backbone for CG ML tasks.
• Generative AI Genius 2024. Free generative AI course material by Aishwarya Naresh Reganti.
• IEEE Transactions on Neural Networks and Learning Systems. Publishes technical articles on the theory, design, and applications of neural networks and related learning systems.
• Introduction to Generative AI Community Course. Free community course on generative AI fundamentals by iNeuron.
• Meta 3D Gen. Meta research pipeline for text-to-3D. Combines AssetGen geometry with TextureGen materials. Paper and results.
• PyTorch3D. Meta FAIR library for 3D deep learning. Differentiable rendering, mesh ops, point cloud utils on PyTorch.