Beginner Topic 1 of 51 AI & Machine Learning
What is Artificial Intelligence
Building systems that perform tasks requiring human-like intelligence.
How it works
Artificial intelligence is the field of building systems that perform tasks normally requiring human intelligence, such as perceiving, reasoning, learning, planning, understanding language and acting. Approaches include symbolic AI with rules and logic, search and planning, probabilistic models and machine learning, now dominated by deep neural networks. A distinction is made between narrow AI, which is specialized for one task, and the hypothetical general AI with human-level flexibility.
Step-by-step walkthrough
- AI builds systems that do tasks needing human-like intelligence.
- Perception: understanding images, speech and text.
- Reasoning and planning: choosing good actions.
- Learning: improving from experience and data.
- Acting: controlling robots, software or giving answers.
Where it is used
Voice assistants, recommendation systems, spam filters, fraud detection, medical imaging, translation, self-driving research, game-playing agents and code assistants are applications of AI.
Common pitfall
Hype blurs capabilities: current systems can be impressive yet brittle, biased or confidently wrong. Equating AI with machine learning ignores other techniques, and treating output as truth without verification is risky. Define the problem and the measurable goal, check data quality and keep humans in the loop where stakes are high.
Where it fits in the course
What is Artificial Intelligence is topic 1 of 51 in AI & Machine Learning, rated Beginner. It is the first topic in this area. The next topic is Machine Learning Overview.
Practice and explore
- Open the interactive lesson, with a mini quiz.
- Take the AI & Machine Learning quiz.
How to study this topic
- Read the explanation above and restate the definition in your own words.
- Open the interactive lesson and answer its mini quiz.
- Read the common pitfall, then write a short example that avoids it.
- Check your understanding in the AI & Machine Learning quiz, and revisit the topic if you miss a question.
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