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Intro
Architecture and Technology Doctoral Programme
3D printing process
Variable heat transfer facade elements
What about detailing for robots?
XR and AI
Mortar as a design element
ETH Zurich Cluster Spring demo
Q&A: What are your thoughts on printing toolpaths?
Q&A: How do neuroscientific ideas filter into your discussion about the metaverse?
Recap: previous lecture
The rise of deep learning
Lecture overview
Deep learning vs AI
What is a neural network?
Fully connected neural networks (FCNs)
Universal approximation
Convolutional neural networks (CNNs)
Deep neural networks
Popular deep learning tasks
Supervised learning - regression
Supervised learning - classification
Unsupervised learning - feature learning
Unsupervised learning - autoregression
Unsupervised learning - generative modelling
break - please skip
How to train neural networks
Using the chain rule
Forward mode vs reverse mode differentiation
Backpropagation and autodifferentiation
Live coding a FCN from scratch in Python | Code
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