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Chapter Objectives
         ▪ Distinguish artificial intelligence as a broad field from a specific AI system designed to
           perform a task.

         ▪ Understand the relationship among artificial intelligence, machine learning, deep learning,
           and generative AI.
         ▪ Recognize, at an introductory level, rule-based systems, systems that learn from data, and

           systems that combine both approaches.
         ▪ Identify the main types of tasks AI can support, including classification, forecasting, ranking,
           generation, and decision support.

         ▪ Understand the difference between training a model, using it after training, and testing it
           on new examples.

         ▪ Develop a simple understanding of how language models construct sentences and why
           they can produce a convincing but incorrect answer.
         ▪ Determine  what  AI  can  accelerate  or  improve  and  what  should  remain  under  human
           review and responsibility.


           ◆ Key idea: AI is a specialized tool, not a mind that knows the truth.


           Artificial intelligence is neither a single product nor a single way of working. It is a field that
           includes systems based on explicit rules, systems that learn from data, and systems that
           combine both approaches. AI is most useful when the task is clearly defined, the result can
           be  checked,  and  people  remain  involved  in  setting  the  objective  and  interpreting  the
           output.



                                                           Video: AlphaGo: The Movie

                                                           A documentary about the system’s
                                                           development and its match with Lee Sedol. It

                                                           shows how a machine can excel in a narrow
                                                           domain without possessing general human
                                                           intelligence.
                                                           Duration: about 90 minutes | Level: General

                                                           Learning objective: Distinguish specialized
                                                            performance from general intelligence and

                                                           relate performance to context, objective, and
                                                           training.
                                                           Source: Google DeepMind [16].

                                                           https://youtu.be/WXuK6gekU1Y
                                                           Verified: June 6, 2026






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