SHORT | CS224N: Open areas in NLP

The grand finale of CS224N! In this final NotebookLM Video Short, we take a visual look at the "David vs. Goliath" revolution happening in AI reasoning.Key Topics:Smart Scaling vs. Brute-Force: Why the era of throwing $100M+ at massive pre-training runs is hitting a data wall.ProRL & Entropy Control: A visual breakdown of how prolonged reinforcement learning lets a 1.5B parameter model out-reason models 4.5$\times$ its size.The Future of Intelligence: Why AI capability isn't about how big your parameter count is—it's about how smartly you spend your compute!Note: This is an AI-generated visual discussion created using Google's NotebookLM, based on publicly available Stanford University course material (specifically CS224N) and personal study notes from my learning journey.