AI will transform education—but how? This AI for Education Domain Compass shows where AI reshapes education (learner formation, learning practice, ecosystem) and how that happens through the underlying mechanisms—core AI functions.
doi.org/10.5281/zeno...
#AIEducation #AcademicSky #MachineLearning

AI is moving fast & fragmented. This Cognitive Hologram makes it navigable: manageable for learning, useful for planning, transferable across domains. It's top-level map, future posts are zoom-ins of its components.
www.youtube.com/watch?v=Ib5c...
DOI: doi.org/10.5281/zeno...
#AI #MachineLearning

Introducing AI CityMap:when a model behaves wrong or you want a specific effect, it tells you where to look and where to intervene, so your fixes become targeted instead of trial-and-error. www.youtube.com/watch?v=q-5E...
DOI: doi.org/10.5281/zeno...
#AI #MachineLearning #AIFramework #AIKnowledge

A New Way to Understand AI: a capability-level map that stays stable even as models and buzzwords keep changing. If you want a clearer way to plan, compare, and apply AI, this is for you! www.youtube.com/watch?v=X3E7...
DOI: doi.org/10.5281/zeno...
#AI #MachineLearning #AIFramework #AIKnowledge

If deep learning workflows still feel messy, this short video walks through the Process-based AI Backbone (6 modules, 3 loops) and shows how to use it to debug models and plan AI-for-X projects. www.youtube.com/watch?v=Poj_...
#AI #MachineLearning #AcademicSky

A simple LLM email-assistant example to show how the process- & state-based AI backbones can be used in practice: the diagram illustrates how they structure the pipeline and where to look when behavior goes wrong.
#AI #MachineLearning #AcademicSky

– process view of AI: see any deep learning workflow (doi.org/10.5281/zeno...)
– state view of AI: see models as six neural state spaces
(doi.org/10.5281/zeno...)

Together they give a stable skeleton for reasoning about any complex AI systems. #AI #MachineLearning #AcademicSky

State-based AI backbone is the second zoom-in under the Cognitive Hologram: it shows that any deep learning system can be viewed as six spaces, giving a stable spatial lens to locate behaviors, diagnose failures, and decide where to intervene. #AI #MachineLearning doi.org/10.5281/zeno...

Process-based AI backbone is the first zoom-in under the Cognitive Hologram: it shows that any deep learning workflow can be organized into six core modules & three loops (training, evaluation, adaptation), provides a stable backbone for understanding & designing AI. #AI doi.org/10.5281/zeno...

Here's a compact map of AI knowledge that shows, in one picture, how data flows, what’s happening inside the deep learning network, and where AI plugs into your own field.

For more information, visit: doi.org/10.5281/zeno...

#AI #MachineLearning #AIFramework #AIKnowledge

Think AI is just a smart assistant?
The Four-Tier Framework shows how much more AI can actually do with you and for you – far beyond what you can imagine. For more information, visit: doi.org/10.5281/zeno...

#AI #MachineLearning #AIFramework

If AI feels like a blur of models and buzzwords, this map shows the six core functions it all reduces to.

To see how this simple backbone supports different disciplines in more detail, visit zenodo.org/communities/...

#AI #MachineLearning #AIFramework #AICapabilities #AIResearch

🎨 AI for Art Domain Compass: a map of how AI can shape meaning, form, and context in artworks, helping artists and researchers make sense of existing AI-art practices and design new ones more intentionally.
doi.org/10.5281/zeno...
#AIArt #CreativeAI #AcademicSky #MachineLearning

🔬 AI for Science Strategic Compass
A strategic decision framework that helps scientists design well-informed AI strategies aligned with their scientific discovery challenges.
doi.org/10.5281/zeno...
#AIForScience #AcademicSky #AI #MachineLearning #ML4Science

AI for Marketing Domain Compass: a simple map that turns scattered AI tools into a clear picture of AI marketing. It helps you see where any AI project sits, what core capabilities it uses, & which areas are crowded or still open to explore. doi.org/10.5281/zeno...
#AIForMarketing #academicsky

🧱 Four Integration Tiers for Human–AI Collaboration
A simple map of how deeply AI is woven into a workflow: from on-demand assistants to embedded engines, domain-adapted systems, and AI-native operating layers. It helps you see where you are now and where you want to go. doi.org/10.5281/zeno...

🧩 AI Core Functions
A six-function map of AI’s core capabilities that lets you see the whole fast-evolving AI landscape, decompose any model or method into basic abilities, and design systems by choosing functions that directly align with the problem you’re solving.
DOI: doi.org/10.5281/zeno...

AI is changing fast and AI knowledge is scattered. Many of us feel we must learn and use AI, but chasing tools and models is exhausting and never feels enough.

I started UniBridgeAI to develop more structured and effective ways to learn AI and apply it in different domains.