Machine Learning
# Houdini
# Projects & Examples
- ML Groom Deformer
- ML Sketching - Teaching Houdini to Understand your Drawings
- ML Castles
- PCA Dejitter
- Digit Recognition in Houdini
# Setup Guides (old)
- Setting up Anaconda and Houdini for 3D Deep Learning on Linux
- Abusing Heightfields as Fast Image Canvas
# ML Basics for Technical Artists / TDs
# Concepts
- Neural Networks
- Tensors
- Measuring Error
- Loss
- Activation Functions
- Back Propagation
- Gradient Descent
- Regularization
# Model Archtiectures
- Feed Forward Networks (FFNs)
- Convolutional Neural Networks (CNNs)
- Generative Adversarial Networks (GANs)
- Recurrent Neural Networks (RNNs)
- Autoencoders
- Neural Radiance Fields (NeRFs)