Invest Like the Best with Patrick O'Shaughnessy cover image

Gavin Uberti - Real-Time AI & The Future of AI Hardware - [Invest Like the Best, EP.356]

Invest Like the Best with Patrick O'Shaughnessy

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Importance of Pre-training Models in Language Understanding

The transformer model is trained by predicting the next word in a sequence, repeated trillions of times, which leads to the storage of a huge number of concepts within the machine. This pre-training step allows the model to understand core concepts and provide cogent and incredible responses by mimicking helpful and honest text. The analogy of a child going to grade school is used to describe the pre-training process, where the model does tasks that are easy to grade and not necessarily super relevant. After pre-training, additional concepts can be added to create a helpful, honest assistant or a good computer programmer.

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