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Beginning of the lesson

A Short History of AI

The big idea: Artificial intelligence is not a sudden invention of the 2020s. It is a story of more than 70 years of bold dreams, painful disappointments, and surprising comebacks. The AI you use today — chatbots, photo filters, translation apps — stands on decades of earlier work. Understanding this history explains why AI works now when it failed so many times before.

By the end of this lesson you will be able to:

  • Explain who Alan Turing was and what the Turing test (imitation game) checks.
  • Say where and when the term "artificial intelligence" was born (Dartmouth, 1956).
  • Describe symbolic AI and expert systems, and why they hit a wall.
  • Explain the two AI winters and why the hype collapsed.
  • Place the key milestones in order: Deep Blue (1997), ImageNet/AlexNet (2012), AlphaGo (2016), transformers (2017), ChatGPT (2022).
  • Explain the "why now" formula: compute + data + algorithms.
The Whole Story on One Timeline

Before we dive into details, look at the whole journey at a glance. Notice the two cold "winter" periods when funding and excitement froze, and how the milestones come faster and faster after 2012.

A Short History of AI: 1950 → 2022 AI winter 1 (mid-1970s) AI winter 2 (late 1980s) 1950 Turing test 1956 Dartmouth: "AI" named 1960s Symbolic AI 1980s Expert systems 1997 Deep Blue beats Kasparov (chess) 2012 AlexNet wins ImageNet 2016 AlphaGo 2017 Transformers 2022 ChatGPT Rules written by hand Machine learning from data Deep learning & LLMs

The shaded blue bands are the two AI winters — periods when money and enthusiasm dried up. The orange dot (2012) marks the deep learning breakthrough that started the modern era.

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In the full lesson

  • The complete explanation
  • Worked examples
  • Common mistakes and how to avoid them
  • Test questions: 16
  • AI tutor that answers questions about the topic
  • Progress tracking for students, parents and teachers