EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 05 · Lesson 16BuildPython45 min29 lessons in phase

Text Generation Before Transformers — N-gram Language Models

If a word is surprising, the model is bad. Perplexity makes surprise a number. Smoothing keeps it finite.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 05NLP — Foundations to Advanced. Use the previous / next cards below to keep browsing the phase.