Best first move
Pick one educator from the table, watch one matched video, then open one hands-on resource. The aim is to leave with a working habit, project, or mental model tied to education.
AI learning guide
Best AI resources for teachers and educators
Use AI for teaching, tutoring, curriculum, feedback, and learning support.
Quick answer
How to shortlist
Compare audience, level, format, and starting point. Favor a source that matches your current role and gives you exercises, examples, docs, or code you can use immediately.
What to avoid
Avoid collecting dozens of generic AI tips. Use this guide to choose a narrow learning loop: one topic, one educator, one video, one resource, one application in your own work.
Videos to watch
Claude AI fluency
Anthropic
One useful thing about AI
Ethan Mollick
Educators and sources
| Educator / source | Best for | Skills | Start with |
|---|---|---|---|
| Knowledge workers, educators, leaders | AI literacy, Workplace adoption, Strategy | Read recent essays on using AI as a collaborator and on organizational adoption. | |
| Developers, data scientists | Practical ML, Ethics, Education | Use fast.ai essays and course material alongside hands-on notebooks. | |
| Beginners, educators, teams | Prompting, AI literacy, Security | Start at the fundamentals section, then move to prompt hacking/security. | |
| Python developers learning deep learning | Keras, Deep learning, Model design | Read Deep Learning with Python if you want a code-plus-concepts book path. | |
| Beginners and business learners | AI foundations, Generative AI basics, Business use cases | Use a short generative AI credential path. | |
| Educators and students | AI literacy, Education, Tutoring workflows | Review Khanmigo examples and educator guidance. | |
| Creative teams and video makers | Generative video, Creative AI, AI media workflows | Use Academy tutorials around the exact video workflow you want. | |
| Developers learning retrieval | Vector search, RAG, Hybrid search, Agents | Use Weaviate videos on hybrid search and RAG basics. | |
| Developers using embeddings | Embeddings, Semantic search, Vector search, NLP | Use the semantic textual similarity and semantic search examples. | |
| Beginners and career switchers | AI literacy, Data skills, Career learning, Prompting | Use beginner learning-roadmap videos to choose a first path. | |
| Technical users running models locally | Local models, Inference, Quantization, AI engineering | Run a supported model locally and learn the main inference options. |
Resources
Learn Prompting
Guide · Sander Schulhoff · Beginner to intermediate
You need a broad prompt engineering reference.
One Useful Thing
Newsletter · Ethan Mollick · Beginner to advanced
Use this when you want Ethan Mollick's material for ai literacy and related AI skills.
fast.ai
Courses · Rachel Thomas · Beginner to intermediate
Use this when you want Rachel Thomas's material for practical ml and related AI skills.
Learn Prompting
Free guide · Sander Schulhoff · Beginner to intermediate
Use this when you want Sander Schulhoff's material for prompting and related AI skills.
AI for Education
Guides · Khan Academy · Beginner
Use this when you want Khan Academy's material for ai literacy and related AI skills.
Weaviate education videos
YouTube tutorials · Connor Shorten · Beginner to intermediate
Use this when you want Connor Shorten's material for vector search and related AI skills.
Tina Huang AI and data career videos
YouTube videos · Tina Huang · Beginner
Use this when you want Tina Huang's material for ai literacy and related AI skills.
Questions this guide answers
Which AI resources are useful for teachers?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
How should educators learn AI?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
What should students learn about AI first?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.