







Welcome to McGraw-Hill Language Lab — your one-stop shop for great content to help you build your language skills, whether you are learning by yourself or studying for class. Our lab provides bonus audio and interactive content from our bestselling language learning programs.
Stanford CS336 | Language Modeling from Scratch (Spring 2025 Archive)
Archived course website for Stanford CS336: Language Modeling from Scratch (Spring 2025), including schedule, assignments, logistics, and materials.

Plain language guide series
A series of guides to help you understand and practice writing, designing, and testing plain language.

Circuit Tracing: Revealing Computational Graphs in Language Models
We describe an approach to tracing the “step-by-step” computation involved when a model responds to a single prompt.

The Kaitchup – AI on a Budget | Benjamin Marie | Substack
Weekly tutorials and news on adapting large language models (LLMs) to your tasks and hardware using the most recent techniques and models. The Kaitchup proposes a collection of 180+ AI notebooks regularly updated. Click to read The Kaitchup – AI on a Budget, by Benjamin Marie, a Substack publication with tens of thousands of subscribers.

Build A Large Language Model (From Scratch), Published by Manning, ISBN 978-1633437166
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
Welcome | Yale Grammatical Diversity Project: English in North America
This Project explores syntactic diversity found in varieties of English spoken in North America. By documenting the subtle, but systematic, differences in the syntax of English varieties, it provides a crucial source of data for the development of theories of human linguistic knowledge.
Aaron Steven White
computational semanticist. into modular synths and tiki. https://aaronstevenwhite.io
Introduction | RLHF and Post-Training Book by Nathan Lambert
A first-principles introduction to RLHF, what it changes in language models, and how it became part of modern post-training.

italki - Best language learning app with certificated tutors
Discover a world of languages with italki. Learn over 150 languages including English, Spanish, French, Chinese, etc. with professional online tutors.

Best Language School in Massachusetts | Rola Languages
Rola Languages is one of the best language institutes in Boston. Offering small group and private intro-advanced classes in Spanish, French, Portuguese, Italian, Mandarin, and English in-person and online.
ChatGPT Translate | Fast, Natural, 40+ Languages
ChatGPT translates across 40+ languages with accuracy, tone, and cultural nuance. Translate text, voice, or photos for everyday use, travel, school, and work — and learn grammar or phrasing as you go.

openbench: Provider-agnostic, open-source evaluation infrastructure for language models
Provider-agnostic, open-source evaluation infrastructure for language models
Learn Chinese in 5 Hours (for Beginners) - HSK Level 1 | Learn Chinese for Beginners | Conversations
Announcing a new version of our 2024 paper on linguistic hypothesis generation from LMs! @najoung.bsky.social and I have systematized our hypothesis generation framework, added stringent criteria for model selection, 10x-ed our learning trials, and included an epigraph from Jeff Elman 🙏!