Artificial Intelligence project /AN

Report Requirements
Your report must include the exact commands needed to run your programs. You may
assume that the working directory is the parent of the src directory.
If you are using Eclipse and don’t understand that, make sure that there are Run Configurations setup for each way the programs should be run and tell us in your report exactly
what to do to run them.
Either way, it is your job to make this clear to us.
Linear Classifiers
Your programs’ output must include data sufficient to produce training curves as seen in
AIMA Fig. 18.16 and 18.18. And then you must use that output to produce the graphs
and include them in your report (clearly labelled and explained). You may use Excel or
Google Docs or gnuplot or make your own plotter for this.
Your report should include the commands necessary to produce the data for all six
graphs from AIMA for the earthquake data, and include the graphs themselves. For
the “house votes” dataset, do something similar and include the commands and the
graphs in your report.
Neural Networks
For each problem, your program’s output should include the overall accuracy (on the
training data) after training for some number of epochs, for example N = 1000.
You should also perform k-fold cross-validation for some reasonable k such as k = 10
and output the results of each trial and the overall average accuracy.
And finally your program(s) should try training for a varying number of epochs from 100
to 3000 by 100s (or something else reasonable) and output data sufficent to produce
curves similar to those shown in AIMA Fig. 18.25. Measure accuracy on the training
data and plot that against number of epochs of training to get a curve that is the inverse
of Fig 18.25 (a) (which shows error vs number of eopchs). You could also plot error,
which is 1.0 − accuracy.
You should include all these results including the curves in your report.

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