Definition
Artificial Intelligence is the broad field of building machines that can sense, decide, and act in ways that look intelligent. Machine learning, deep learning, and LLMs are approaches inside AI — not synonyms for it.
Classic AI also includes search, planning, knowledge graphs, and rule-based systems that do not learn from data.
In simple terms
AI is the whole field of medicine; machine learning is surgery; deep learning is a specific surgical technique. People often say "AI" when they mean one specialized method.
Where you see it
- Spam filters, recommendation engines, and voice assistants.
- Medical imaging analysis and autonomous driving research.
- Somali NLP tools for translation, ASR, and text understanding.
How it works
1.Define a goal
Classify, generate, navigate, recommend, or answer questions.
2.Choose an approach
Rules, search, ML, or hybrid systems.
3.Evaluate
Measure accuracy, safety, latency, and failure modes.
Why it matters
- AI is reshaping products, research, and language technology — including for underrepresented languages like Somali.
Often confused
AI means conscious machines.
Today's AI systems are statistical and algorithmic tools — they do not have understanding or goals like people do.