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How computers answer questions An introduction to machine learning Peter Barnum August 7, 2008.

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Presentation on theme: "How computers answer questions An introduction to machine learning Peter Barnum August 7, 2008."— Presentation transcript:

1 How computers answer questions An introduction to machine learning Peter Barnum August 7, 2008

2 Searching with Google

3 Computer Experts Regression Classification Q. What is this? A. It is an apple. Q. How red is this apple? A. It is 90% red

4 Classification by Example Label Features Apple Color Shape Size Taste Dog Pear Apple Red Round Sweet Green Oval Small Sweet Brown Oval Large Bad Green Round Small Sweet ? Red Round Small Sweet ? Red Round Small Sweet ? Yellow Round Small Bad ? Yellow Round Small Bad Small

5 Artificial Neural Networks Is it red? Is it round? Is it small? Is it sweet? x 1 x -1 x 1 x -1 Sum 4 1 1 1 1 -1 -1 Predicted Answer True Answer -1 -1 1 1 1 x 1 x -1 x 1 0 2 -4 -2 -4 2

6 Back to Searching with Google


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