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Invest Like the Best with Patrick O'Shaughnessy cover image

Aravind Srinivas - Building An Answer Engine - [Invest Like the Best, EP.363]

Invest Like the Best with Patrick O'Shaughnessy

NOTE

Strategic Scaling in Model Launches

Launching a $100 million run impulsively is likely to fail as flooding a model with data can lead to confusion and hinder learning. Successful model launches require a strategic approach of starting small, forecasting scalability, and progressively increasing size. It is crucial to find the right data mixes and scale rigorously. The success lies more in being a skilled data expert and experimenter than solely a transformer designer. Despite the evolution in transformer models to a mixture of experts, the core self-attention architecture remains unchanged, with concerns still existing around quadratic attention complexities.

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