AI Definitions
AI is any (1) system which makes judgments or decisions based on reasoning about a model and goals, which is (2) is usually trained on large datasets using ML procedures, and (3) performs rational human-like tasks with minimal supervision
Turing Machine
A single piece of tape and a database with instructions for every step to complete any computable task. Any function at all can be computed by a Turing machine.
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AI Definitions
AI is any (1) system which makes judgments or decisions based on reasoning about a model and goals, which is (2) is usually trained on large datasets using ML procedures, and (3) performs rational human-like tasks with minimal supervision
Turing Machine
A single piece of tape and a database with instructions for every step to complete any computable task. Any function at all can be computed by a Turing machine.
GOFAI
Recursion, measures every step to find best outcome; no learning; also about the type of program, uses traditional symbols and rules (if then statements)
Machine Learning
Sophisticated, learns structure from data set; availability of big data, train machine using machine learning procedure; machine learning architects use features and weights (connections between features with weights, not easy to say what the procedure is)
Supervised learning
Other agents give labels (i.e. image recognition), has to predict the label, mapping
Unsupervised learning
Doesn’t have goal or feedback but tries to extract patterns
Reinforcement learning
Distance from some kind of goal, model of the world, adjust depending on results
Metaphysics of Mind
Theories about the nature of mind
Dualism
Soul and Physical are different; extended things that exist in time+space, and thinking things that exist outside of space/time (no location)
Materialism
Everything is made of physical stuff
Physicalism
Mind is a kind of physical state
Mind-Brain ID
Mind and brain are the same thing; every mental state is identical with some kind of brain state
Externalism
Every mental state is some kind of physical state, but physical states can be interactions between brain, body, and outside world
Behaviorism
Behave like a human, then you have a mind (pattern of actions); behaviors are feelings
Functionalism
Mind as a computing device (mind = software, body = hardware)
Intentionality
Relationship between mental states and objects out in the world
Turing Test
If a human cannot tell if an ai or a human answered his questions, then the ai passed the test.
Chinese Room
A man with a book of all possible Chinese phrases and takes the input and outputs what the Chinese room say to output. Does the room know Chinese.
Twin Earth
Two different substances both called water, if you use the word “water” to describe the other substance, are you correct? Externalists say no, you are not referring to the true meaning; meaning has connection to the surrounding world
Panpsychism
Everything has consciousness to some extent like tables and chairs
Eliminativism
Nothing has consciousness, illusion to be conscious
Theories of Consciousness
Could build conscious AI under these theories:
Recurrent processing
Loopy-ness, recursion is consciousness
Robust models / goals
Self perception
Global workspace
Multi modal, integrate all inputs into single modal space ← this is consciousness
Could not build conscious AI under these theories:
Biology
Environmental interaction
Consciousness is emergent
Integrated information
More complex = more conscious
Consciousness Thought-Experiments
What’s it like to be a bat
can understand echolocation but still don’t know what it is like to be a bat
What Mary didn't know
Mary knows everything there is to know about colors but has never seen color
Zombies and the conceivability argument
Intellectual capacity but no consciousness; impossible to measure consciousness
The Problem of Personal Identity
Dualism (soul as basis of identity)
Problem of other minds
Physicalism (something physical that remains the same over time)
The problem of change
Functionalism (anything runs same program/has same structure = you)
The fission problem
Eliminativism (personal identity does not exist)
The problem of responsibility
Mind Uploading
Possible to recreate your mind in a machine and that would actually be you
The Fission Problem
Transporter example. On the transporter, you are vaporized and cloned to a new location. What if the transporter fails. Two versions of you but which one is you?