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accord on f#?
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open Accord.MachineLearning.FSharp | |
open Deedle | |
let data = [ ("D1", "Sunny", "Hot", "High", "Weak", "No" ) | |
("D2", "Sunny", "Hot", "High", "Strong", "No" ) | |
("D3", "Overcast", "Hot", "High", "Weak", "Yes") | |
("D4", "Rain", "Mild", "High", "Weak", "Yes") | |
("D5", "Rain", "Cool", "Normal", "Weak", "Yes") | |
("D6", "Rain", "Cool", "Normal", "Strong", "No" ) | |
("D7", "Overcast", "Cool", "Normal", "Strong", "Yes") | |
("D8", "Sunny", "Mild", "High", "Weak", "No" ) | |
("D9", "Sunny", "Cool", "Normal", "Weak", "Yes") | |
("D10", "Rain", "Mild", "Normal", "Weak", "Yes") | |
("D11", "Sunny", "Mild", "Normal", "Strong", "Yes") | |
("D12", "Overcast", "Mild", "High", "Strong", "Yes") | |
("D13", "Overcast", "Hot", "Normal", "Weak", "Yes") | |
("D14", "Rain", "Mild", "High", "Strong", "No" ) ] | |
// build a data frame from the values above, then create a decision tree using the supplied list of inputs columns | |
// and an output column | |
let tree = data | |
|> Frame.ofRecords | |
|> Frame.indexColsWith [ "Day"; "Outlook"; "Temperature"; "Humidity"; "Wind"; "PlayTennis" ] | |
|> buildDecisionTreeFromFrame [ "Outlook"; "Temperature"; "Humidity"; "Wind" ] "PlayTennis" | |
tree |> calculate [ "Rain"; "Hot"; "High"; "Strong" ] // "No" | |
tree |> calculate [ "Overcast"; "Hot"; "High"; "Strong" ] // "Yes" |
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