The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Natural Graph Networks with Taco Cohen - #440

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

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Revolutionizing Data Compression with Neural Networks

This chapter explores the advancements in data compression through deep generative models like VAEs and GANs, highlighting their ability to effectively encode and reconstruct images and videos. It contrasts traditional compression methods with innovative neural approaches, showing how learned methods can offer superior performance without significant quality trade-offs. The discussion also emphasizes ongoing research in generative modeling, underscoring the potential for practical applications and improvements in compression efficiency.

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