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Latest / Lifelong Learning With A. A. Khatana

15 The Math Behind the Magic: Demystifying ChatGPT's Predictions

Traditional search engines process information by matching indices and searching pre-existing web databases to find relevant matches. Generative models, however, dynamically synthesize completely new sentences on the fly based on their pre-trained data. This shift from simple indexing to active sequence generation marks a major transition in computing.In this episode, we explore the internal journey a text prompt takes inside a transformer network. We discuss how computers translate language into numbers to perform matrix calculations, and how self-attention mechanisms resolve classic…

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