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The notebook Bayesian Classification gives a brief refresh on Bayes formula and its application in classification problems.
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Standard Normal Distribution [HTML] [notebook] can be used to review the standard normal distribution or plain to do lookup of values
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Gender Classification with Pitch as Feature
- Use your pitch measurements from lab03 to come up with a probabilistic answer if the person speaking was adult male or female. ALL NECESSARY computations are easily done by hand. Make use of the graphs that you find in Hillenbrand Pitch Distributions
- Now, verify your results in the notebook Pitch2Gender.ipynb
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Vowel Classification using Formants as Features
- Use your formant measurements from lab03 and use them in Formants2Vowel.ipynb