Artificial Intelligence (AI) Basics

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SeasonedThermodynamics
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What is Artificial Intelligence (AI)

  • AI is a branch of computer science focused on creating machines that can perform tasks requiring human-like thinking and decision-making.
  • Intelligence is composed of reasoning, learning, problem-solving, perception, and linguistic intelligence.

Key Concepts in AI

  • An agent perceives its environment through sensors and acts upon it with effectors.
  • Machine perception involves using sensor input to interpret aspects of the world, such as in computer vision.

High-Profile AI Applications

  • Autonomous vehicles: drones and self-driving cars.
  • Medical diagnosis: AI systems assist in diagnosing diseases.
  • Art creation: AI generates poetry and other forms of art.
  • Mathematical proofs: AI proves complex theorems.
  • Gaming: AI plays chess or Go at a high level.
  • Search engines: Google search and similar technologies.
  • Online assistants: virtual assistants like Siri.
  • Image recognition: identifying objects in photos.
  • Spam filtering: email and content filtering.
  • Predictive analytics: judicial decision prediction and targeted advertising.

Advancements in AI

  • Big data: the growth of the internet, smartphones, and social media provided vast data for AI algorithms.
  • Machine learning and deep learning: leveraging big data, AI systems can perform tasks more efficiently.
  • Hardware advancements: more powerful and affordable GPUs enable the development of complex AI architectures.

Distinguishing AI and Machine Learning

  • Artificial Intelligence (AI): a broad field focused on creating systems capable of performing tasks requiring human-like intelligence.
  • Machine Learning (ML): a subset of AI where algorithms learn and improve from experience without explicit programming.

Need and Goals of Artificial Intelligence

  • Create expert systems and solve complex problems.
  • Replicate human intelligence, solve knowledge-intensive tasks, and exhibit intelligent behavior.

Disciplines Essential for AI Development

  • Mathematics
  • Biology
  • Psychology
  • Sociology
  • Computer Science
  • Neurons Study
  • Statistics

Advantages of Artificial Intelligence

  • High accuracy with fewer errors
  • High speed
  • High reliability
  • Useful in risky situations
  • Digital assistance
  • Public utility

Learn about the fundamentals of Artificial Intelligence, including reasoning, learning, and problem-solving. Understand how AI systems acquire and apply knowledge gained through experience.

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