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[28] Karen Ullrich - A Coding Perspective on Deep Latent Variable Models

The Thesis Review

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Compression, Intelligence, and Machine Learning

This chapter examines the complex interconnections between information compression, cognitive processes, and advancements in machine learning. It critiques simplistic views of the brain as merely a compressor of information, advocating for a deeper understanding of redundancy and disentanglement. The discussion also explores the practical implications of compressing neural networks and the significance of information theory in enhancing machine learning methodologies.

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