What does a large language models “understand” about the text it reads? I wrote a detailed breakdown a while back, trying to take a nuanced view on AI and the concept of understanding.

towardsdatascience.com/what-do-larg...

I wrote a pretty long article going through the math of the bias-variance trade-off in deep learning.

I use a lot of visualisations to build visual intuition for the equations.

Still, I'm surprised at how many people have been interested in reading it.

towardsdatascience.com/ai-math-the-...

For those who can understand it, this diagram encapsulates so many of the world's problems. It's been a long time since I studied Game Theory but this diagram of 2x2 games really struck a chord with me.

So much of life is being forced to play games that have been decided for us.