Terminology

What is AI?

Mimicry of Human Intelligence

What is Intelligence?

Intelligence = Cognitive Abilities

  • Pattern Recognition
  • Abstract Reasoning
  • Problem-Solving
  • Language Comprehension
  • Memory
  • Capacity to Learn and un-learn
  • Emotional Intelligence
  • Creativity
  • Imagination
  • Planning
  • Self-Awareness
  • Adaptability
  • Social Intelligence

How to test Human Intelligence?

Are LLMs intelligent?

Level of mimicry

What is ML?

  • A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E — Tom Mitchell (1997)

  • The field of study that gives computers the ability to learn without being explicitly programmed — Arthur Samuel (1959)

  • Finding Patterns — History

ML vs Programming


What is GenAI?


Source
Source

What about DS?

ML Foundations and Pillars

Source: Deisenroth, M. P., Faisal, A. A., & Ong, C. S. (2020). Mathematics for machine learning. Cambridge University Press.

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