CS 478 - Computational Intelligence1 Computational Intelligence: Where is it Taking Us?

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Presentation transcript:

CS Computational Intelligence1 Computational Intelligence: Where is it Taking Us?

CS Computational Intelligence2 Can Computers Mimic Human Intelligence Can computers have the same intelligence as humans – Difficult question because human intelligence is ill-defined and not well understood – For example: Free-Will/Agency in humans vs. deterministic computers – Many human characteristics are tied to agency: Emotions, etc. Even if computer and human intelligence differ, can a computer mimic human intelligence

CS Computational Intelligence3 Can Computers Mimic Human Intelligence Can computers have the same intelligence as humans – Difficult question because human intelligence is ill-defined and not well understood – For example: Free-Will/Agency in humans vs. deterministic computers – Many human characteristics are tied to agency: Emotions, etc. Even if computer and human intelligence differ, can a computer mimic human intelligence – I believe yes – Sufficient that an outside observer could not differentiate a human from a machine – Can mimic agency through stochastic decision processes

CS Computational Intelligence4 Many Possible Issues and Decisions New Applications – Expect a continued increase in success with subjective tasks which traditionally have been considered human-only tasks Expansion of Immediate Knowledge Access – From web to embedded interface with wireless access Ubiquitous Computing - Sensors and Computing Devices in Diverse Areas – In buildings, office, home, car… – In the body (eyes, limbs, embedded computing access, etc.) Going blind, improved sight, enhanced sight, … What is appropriate limit?

CS Computational Intelligence5 How Will Machine Intelligence Influence Us For most (many) traditional tasks machine performance will eventually be better than current human performance Machines will take over many critical tasks which we now do This can free up time to – Do other tasks – Leisure – Etc.? This trend has already led to much of our advancement – If we don’t have to keep going outside to fetch water or chop wood for heat, we have more time to focus on new tasks

CS Computational Intelligence6 From Basic Tasks to Decision Making Basic Tasks (entail less critical decision making) – Robot to Vacuum house – Computers to do surgery. Already better than us in some areas (LASIC) – Usually a short lag before we embrace Decision Making Tasks (Computational Intelligence) – Air Traffic Control (Computer already flies the aircraft) – Medical diagnosis and prescription of treatment (Eventually more accurate, cheaper, and more convenient) – second opinion (ensemble) – Many more scenarios For Example – Technology makes and cleans up breakfast (non-decision making) – Technology decides what you will have for breakfast? (decision-making) – Sleep, exercise, etc.?

CS Computational Intelligence7 Appropriate Limit? For every type of decision making task, we will need to decide to what extent will we allow computational intelligence to be involved When is it too Much – Charge vs Block? – Who should get the loan, the job, etc.? – Too much? (Jury, Dating, …) Eventuality of too much leisure time, etc? – Working is good for mankind – Virtual Reality - The Great Opiate? Potential is Un-Bounded – But will we want to place some bounds? – “Little Black Box”