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Transcript
CS 151: Introduction to
Artificial Intelligence
Professor Sara Owsley Sood
Course Goals
 Apply basic Artificial Intelligence
techniques…
 …to solve real-world (current day)
Artificial Intelligence problems, and in the
process…
 …appreciate how HARD Artificial
Intelligence really is (and why)
AI is a HUGE field
 Definition of AI?
 My Definition
 “Building programs that enable computers to
do what humans can do.”
 Ex: read, walk around, play games, solve
problems, learn, have conversations.
Misconceptions




Misconceptions first
AI in movies or TV?
These set expectations high
We can’t do all these things
What are the goals of AI? How
do we measure success?
Think like a human Cognitive
Modeling
Think rationally
Logic
Act like a human
Turing Test
Act rationally
Rational Agents
Natural Language
 Understanding
 Speech recognition
 Natural language processing
 Generation
 Natural language generation
 Speech & gesture generation
 LOQUENDO KATE DEMO
Knowledge Representation:
Common Sense
 What would happen if I dropped my computer on
the ground (and how do you think I would react?)
 How do you get
common sense into
a computer?
 Opencyc.org and OMCS
(OpenMindCommonSense)
 How many facts?
Automated Reasoning
Game playing
Planning
Route Finding
Learning
 What does it mean for the
computer to learn?
 Supervised
“circle” “square” “circle” “square”
…
 Unsupervised
“group these into two categories”
Perception
 Visual Image
Understanding
 Task: find the table
Robotics
 Do you have to be
smart to walk?
Sony QRIO
MIT Leg Lab: D. Paluska et al.
http://www.ai.mit.edu/projects/leglab/robots/robots.html
Emotions
 Kismet, C. Breazeal, MIT
(image courtesy of P. Menzel)
Strong AI versus Weak AI
Timeline of AI history
Course Logistics - syllabus
Introduction to Python
>>> x = 5 #no variable types or declarations
>>> y = 10 #python has implicit typing
>>> x + y #meaning that the type is implied by whatever
#you do to the variable
15
>>> x = 'hi there'
>>> x + y
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: cannot concatenate 'str' and 'int' objects
>>> x + str(y)
'hi there10'
>>> x[0] ##treat a string as a list
'h'
>>> x[0:4] ##substring of a string is a sublist - slices
'hi t'
>>> myL = [2]*5 ##can do powerful things
>>> myL
##what do you think this will do?
[2, 2, 2, 2, 2]
>>> myL[2] = 0
Some Python!
dir and help !
provide all of the methods and data
members available to an object
help(listSearch)
dir(“foo”)
help(“foo”.split)
dir(str)
help(str.split)
dir(42)
dir([])
No memorizing! Just
use dir & help…