| Final Examination |
|
CSE 415: Introduction to Artificial Intelligence The University of Washington, Seattle, Autumn 2010 |
| Date: Tuesday, December 14 (2:30-4:30PM) |
| Format: The final exam will be similar in format to the midterm exam. The topics covered will be drawn from the following, which includes some topics from the first part of the course and some from the second. |
Topics:
The Turing Test
Python Data Structures
Dictionaries (hashes):
creating, accessing, iterating over
Lists:
creating, accessing (including slices), copying,
deep vs shallow copying
State-space search
states, state spaces, operators, preconditions, moves,
heuristic evaluation functions,
iterative depth-first search, recursive depth-first search,
breadth-first search, best-first search, uniform-cost search,
iterative deepening, A* search.
Minimax search for 2-player, zero-sum games
Static evaluation functions
Backed up values
Alpha-beta pruning
Zobrist hashing
Predicate logic
Interpretations, satisfiability, consistency, models
Resolution
Horn clauses
PROLOG syntax
Probabilistic reasoning
Bayes' rule
Odds and conversion between odds and probability
Bayes nets
Image understanding
Human vision: subjective contour illusion, pareidolia
Shannon sampling
Quantization
Histograms
Thresholding
Valley method for threshold selection
Hough transform
polar coordinates representation of lines
hit functions for circles and ellipses
parameter space array
voting process
peak detection
Edge Detection with the Roberts Cross Operator
Four-connectedness, eight-connectedness of sets of pixels
Formal Segmentation into Regions
Morphology transformations
erosion
dilation
Scene analysis with Guzman's labelling method
Perceptrons
How to compute AND, OR, and NOT.
Simple pattern recognition (e.g., 5 x 5 binary image
inputs for optical character recognition)
Training sets, training sequences, and the perceptron
training algorithm.
Linear separability and the perceptron training theorem.
Natural Language Understanding
Grammars, nonterminals, terminals, productions
Sentential forms, derivations, the language specified by a grammar
Case frames
Controlled language, semantic grammar
Robotics
Asimov's Three Laws of Robotics
The Future of AI
Kurzweil's "singularity"
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| Sample problems: Here are sample multiple-choice problems for 2nd-half-of-the-quarter topics. Click here for solutions. |