Free course
Hugging Face Agents Course
Beginner to intermediate
You want a hands-on agent course that uses open-source tools.
AI educator
Hugging Face LLM tutorials
Hands-on guides for fine-tuning, serving, and using open-source models with Hugging Face tooling.
Start with: Pick one fine-tuning or inference guide and reproduce it end to end.
Free course
Beginner to intermediate
You want a hands-on agent course that uses open-source tools.
Free course
Beginner to intermediate
You need the Transformer, LLM, and inference basics behind many AI apps.
Free course
Intermediate
You want a current structured course on instruction tuning, fine-tuning, and evaluation around compact open models.
Tutorials
Intermediate to advanced
Use this when you want Phil Schmid's material for open models and related AI skills.
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Educator video
Hugging Face · agents, tools, open models
Model catalog
Beginner to advanced
You need to discover, compare, and run open model checkpoints, datasets, and demos.
Developers fine-tuning and deploying models should start here when they need open models, fine-tuning, deployment, and transformers. The strongest fit is a learner who wants material in these formats: tutorials, code, guides.
Pick one fine-tuning or inference guide and reproduce it end to end. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Hands-on guides for fine-tuning, serving, and using open-source models with Hugging Face tooling. 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 open models, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
These are not by Phil Schmid. They are included only as optional adjacent material after this educator's own videos and resources.
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Hugging Face · agents, open models, tools, transformers
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DataTalks.Club · ml engineering, data engineering, ml foundations, deployment
| 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. |
|
Made With ML
Made With ML
|
Free course | Intermediate | You need production ML habits that transfer to AI systems. |
|
DataTalks.Club ML Zoomcamp
DataTalks.Club
|
Free cohort course | Beginner to intermediate | You want a structured free path into ML engineering. |