The "Final Boss" of Deep Learning
From Machine Learning Street Talk
We often think of Large Language Models (LLMs) as all-knowing, but as the team reveals, they still struggle with the logic of a second-grader. Why can’t ChatGPT reliably add large numbers? Why does it "hallucinate" the laws of physics? The answer lies in the architecture. This episode explores how *Category Theory*—an ultra-abstract branch of mathematics—could provide the "Periodic Table" for neural networks, turning the "alchemy" of modern AI into a rigorous science. In this deep-dive explor...
Mentioned in This Episode
- category theory (concept)
- geometric deep learning (concept)
- DeepMind (company)
- AlphaCode (product)
- AlphaGeometry (product)
- Taco Cohen (person)
- Bellman Ford (person)