Understanding Artificial Intelligence with Pop Culture
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The document discusses artificial intelligence (AI) and what constitutes intelligence. It notes that AI is not the same as robotics, as robots may not be intelligent and intelligent machines need not be robots. It then lists several attributes that could be considered aspects of intelligence, such as logic, learning, communication, emotional knowledge, memory, planning and problem solving. The document goes on to discuss concepts like the singularity, why research in AI is pursued, examples of current AI projects, and differences between fast computers and true intelligence.
Understanding Artificial Intelligence with Pop Culture
- 1. Understanding AI through pop culture By Jaidev Deshpande @jaidevd SciCamp 1, Mumbai 27th April, 2014
- 2. AI != Robotics A robot may or may not be intelligent
- 3. AI != Robotics An intelligent machine may or may not be a Robot
- 4. What is Intelligence? ● Logic ● Abstract thought ● Understanding ● Self-awareness ● Communication ● Learning ● Emotional knowledge ● Memory ● Planning ● Problem solving
- 5. Logic
- 11. Planning & Problem Solving
- 12. What is Intelligence? ● Logic ● Abstract thought ● Understanding ● Self-awareness ● Communication ● Learning ● Emotional knowledge ● Memory ● Planning ● Problem solving
- 13. The Singularity
- 14. The Singularity: Computers some day will be able to create systems of arbitrary complexity ● Moore's law => Faster computers, more storage ● Faster != smarter ● IQ distributions (Humans)
- 15. Thus, no reason to assume that fast => smart.
- 16. Research in AI ● Why bother? – Because, Fermat's last theorem – Taniyama Shimura conjecture ● Low-hanging fruits: – Automated data analysis – Machine learning – Pattern recognition - “Understanding” in AI – (Natural) Language processing – Computer vision
- 17. Popular AI (and related) projects ● Wolfram Alpha ● http://kaggle.com ● Many in the SciPy stack ● MATLAB and GNU Octave ● Extreme learning machines ● The Hutter Prize