061: Interpolation, Extrapolation and Linearisation (Prof. Yann LeCun, Dr. Randall Balestriero)
Machine Learning Street Talk (MLST)
Understanding the Evolving Landscape of Deep Learning
This chapter delves into the relationship between deep learning and traditional machine learning methods, such as decision trees and SVMs. It highlights the importance of dimensionality and extrapolation challenges, while introducing the concept of developer-aware generalization in enhancing model effectiveness.
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