#Deep Learning

3 posts tagged with "Deep Learning"

Tensor Logic: One Equation to Rule Them All

2025-12-08•12 min read

#tensor logic #neuro-symbolic ai #einstein notation #transformers #deep learning #machine learning

Pedro Domingos proposes that neural networks and symbolic AI are the same mathematical operation - a logical rule can be equivalently written as a tensor equation in Einstein summation notation. If true, we've been building separate tools for problems that share identical structure.

When Machines Design Their Own Learning Algorithms

2025-12-08•13 min read

#reinforcement learning #meta-learning #algorithm discovery #deep learning #ai research #machine learning

A machine trained on simple grid worlds beat every hand-designed RL algorithm on Atari. DeepMind's DiscoRL discovers algorithms through meta-learning that outperform DQN, PPO, and A3C - methods humans spent decades developing.

How Transformers Reprogram Themselves: Understanding In-Context Learning

2024-10-28T14:44:32Z•11 min read

#ai #machine learning #transformers #in-context learning #deep learning

When you provide GPT-4 with examples, it adapts without training. This post reveals the mechanism: ghost fine-tuning through implicit weight updates.