Hacker News with Generative AI: Gradient Descent

How linear regression works intuitively and how it leads to gradient descent (briefer.cloud)
Learning, to a computer, is just turning bad guesses into better ones. In this post, we’ll see how that starts with a straight line: how linear regression makes the first guess, and gradient descent keeps improving it.
Finding paths of least action with gradient descent (2023) (greydanus.github.io)
The purpose of this simple post is to bring to attention a view of physics which isn’t often communicated in introductory courses: the view of physics as optimization.
State-space models can learn in-context by gradient descent (arxiv.org)
Deep state-space models (Deep SSMs) have shown capabilities for in-context learning on autoregressive tasks, similar to transformers. However, the architectural requirements and mechanisms enabling this in recurrent networks remain unclear.
Enterprise-add: Number addition in C using gradient descent (github.com/TruncatedDinoSour)