Neural Architecture

Acknowledgments
10 Preface, Mario Carpo
16 Prologue, Matias del Campo
22 Chapter I - This Building Does Not Exist -An Attempt at a Theory of Neural Architecture
What does a Melange have to do with Artificial Intelligence?
Familiar but Strange: Bits, Pieces, Features & Neurons
With or Without you - Dependency between Concrete and Abstract Objects
Neural Networks are Abstract Objects.
Properties
It's complicated - about a Relationship
About Wild Features and How to Capture Them
Things, Facts, and the Ontology of Neural Networks
What About Aesthetics, Agency, and Authorship?
Aesthetics of Neural Architecture
The Sensibility of Neural Architecture
Agency in Neural Architecture
Neural Architecture is a New Paradigm
References
48 Chapter II - The Robot Garden
The Robot Garden
How to Test a Robot
Posthuman Design is here.
Big Data, AI and Architecture Design
References
62 Chapter III - In the Valley of the Hallucinating Machines.
Computational Vision as Design Method
What Would Turing Do?
Architecture's Empathy Towards Images and Representation
How to Recognize a Gothic Column
The Nature of Neural Networks
Learning Architectural Features
Fountains, Figures, and Features - or How to Confuse an AI
What it Means to Be a Pixel
Machines Hallucinating Architecture
References
84 Chapter IV - Not a Question of Style-Style, Artificial Intelligence and Architecture
A Closer Look into the Suspicious Noun Style
When Aesthetics Collide with Technology
References
110 Chapter V - Talking Architecture
Talking Architecture
Materials and Methods
Initial Modeling
Attentional Generative Adversarial Network
The Urban Context of the Design
Signs, Scripts, and Codes-A Theory of the Artificial
References
130 Chapter VI - How Machines Learn to Plan-A Critical Interrogation of Machine
Vision Techniques in Architecture
How machines learn to see
A Posthuman Trajectory for Plan Formation
Estranged - but in a good way
Neural Networks and Learning the 2-D Visual World
Modeling the Style of the Real World
The Defamiliarization of the City, or An Alternative Utopia
References
156 Chapter VII - Space: The Final Frontier (How to Wrangle a Neural Network to Deal with 3D Models)
Terms of Engagement: Aesthetics, Agency, Sensibility, and Other Nasty Problems
Aesthetics
Sensibility
Agency
Authorship
Database Construction
Neural Optimization Framework
Experiments and Results
So, Can a Neural Network Learn a Sensibility?
References

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• Estrutura e design arquitectónico
• Inteligência artificial
• Teoria da Arquitectura

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