Book
NLP with Transformers
Intermediate
Use this when you want Lewis Tunstall's material for transformers and related AI skills.
AI educator
NLP with Transformers
Strong practical guide to using Transformer models for real NLP tasks.
Start with: Use the book notebooks alongside the Hugging Face course.
Book
Intermediate
Use this when you want Lewis Tunstall's material for transformers and related AI skills.
Developers learning Transformer applications should start here when they need transformers, nlp, open models, and fine-tuning. The strongest fit is a learner who wants material in these formats: book, code, examples.
Use the book notebooks alongside the Hugging Face course. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Strong practical guide to using Transformer models for real NLP tasks. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
Compare the skill coverage, the starting recommendation, the educator's own resources, and any videos when available. If you need transformers, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
The Illustrated Transformer
Jay Alammar
|
Visual guide | Beginner to intermediate | Transformer architecture still feels fuzzy. |
|
OpenAI model optimization
OpenAI
|
Guide | Intermediate | You need a practical optimization loop across prompt changes, evals, and fine-tuning rather than guessing which knob to turn next. |
|
Llama API models
Meta Llama
|
Model docs | Beginner to advanced | You need the current official Llama model catalog, capability summaries, and API access route before choosing hosted or local deployment. |
|
Mistral models overview
Mistral AI
|
Model docs | Beginner to advanced | You need to compare current Mistral families such as Devstral, Magistral, Voxtral, OCR, and general-purpose models. |
|
Qwen API platform
Qwen
|
API docs | Beginner to advanced | You need official Qwen model-family context, deployment docs, and quickstarts before choosing a hosted or local workflow. |
|
Together AI model catalog
Together AI
|
Model catalog | Beginner to advanced | You need to browse hosted open and proprietary models by provider and capability. |
|
Together AI serverless models
Together AI
|
Model docs | Intermediate | You need to learn how serverless hosted model inference works before deploying an app. |
|
Llama Cookbook
Meta Llama
|
GitHub repo | Beginner to advanced | You want Meta's practical recipes for inference, fine-tuning, RAG, and end-to-end Llama applications. |
|
Mistral model selection guide
Mistral AI
|
Guide | Beginner to advanced | You want Mistral's official comparison of model families, pricing, context, and licensing before implementation. |
|
Qwen quickstart
Qwen
|
Quickstart | Beginner to intermediate | You want the fastest official route into running Qwen3 with Hugging Face, vLLM, or SGLang. |
|
Hugging Face model hub
Hugging Face
|
Model catalog | Beginner to advanced | You need to discover, compare, and run open model checkpoints, datasets, and demos. |
|
Hugging Face Agents Course
Hugging Face
|
Free course | Beginner to intermediate | You want a hands-on agent course that uses open-source tools. |