From 3db93887bb493e51018aa3e18f8fdf8d744d2f64 Mon Sep 17 00:00:00 2001 From: Alyssa Wu Date: Sat, 5 Nov 2016 14:51:53 -0400 Subject: [PATCH] Turning in Machine Learning toolbox --- Questions.txt | 4 ++++ learning_curve.py | 9 +++++++++ plot.png | Bin 0 -> 30444 bytes 3 files changed, 13 insertions(+) create mode 100644 Questions.txt create mode 100644 plot.png diff --git a/Questions.txt b/Questions.txt new file mode 100644 index 0000000..f6f8f26 --- /dev/null +++ b/Questions.txt @@ -0,0 +1,4 @@ +1. The general trend in the curve is the higher the percentage of data used for training, the higher the accuracy of the test. +2. The lower half of the curve appears to have more noise than the top half of the curve, which may be because there is less data to build a model with and thus, we cannot expect very representative models. +3. The greater the number of trials, the more smooth the curve. At 100 trials, I start to get a smoother curve with some repetitive bumps. When increased to 500, I get a fairly smooth curve. +4. When the C value is increased, the computer's accuracy at lower percentages of data seems to improve. When the C value is dexreased, the computer's accuracy at higher percentages of data seems to improve. diff --git a/learning_curve.py b/learning_curve.py index 2364f2c..bb7fa97 100755 --- a/learning_curve.py +++ b/learning_curve.py @@ -19,6 +19,15 @@ # TODO: your code here +for i in range(len(train_percentages)): + result = 0 + for j in range(num_trials): + X_train, X_test, y_train, y_test = train_test_split(data.data, data.target, train_size=train_percentages[i]/100.0) + model = LogisticRegression(C=10**-10) + model.fit(X_train, y_train) + result += model.score(X_test, y_test) + test_accuracies[i] = result/num_trials + fig = plt.figure() plt.plot(train_percentages, test_accuracies) plt.xlabel('Percentage of Data Used for Training') diff --git a/plot.png b/plot.png new file mode 100644 index 0000000000000000000000000000000000000000..c94ba3628be373f3be555ce3e063e6e1170f6522 GIT binary patch literal 30444 zcmeFZWmHvN6gIj6K?N020YOSaBm^lDkWi5h>6DOALO^LGRTOCs-3sT>B_Yyb(4a?B zKu`pvyX(%4?;W?k`;GhW-XGWDJ9s^3@3q%nYsNF5XD(jfRgpbON=u3$$VquQX>|l4 z;zkfc^J66N$;vYBGWaPwH6v-L$lE-t=V)E#G_Qc8g{e3*q4Ww6Ed6e-uY$XT4~_tHzwMs2aG_M8%<5 z%uZuNtKV$GX%Lcs^Sz_Dk7q%Pp@8Mf_$}`)SEH^bGlr0bjid$lt|_DB4bR%tuBN83 zCAT9m4dhzX=V|mO5`K=94E;HnR)qd2y7K@3^Z%XIP$d2I`7_6j8-{*8sn|e zWe&d@&xvoe@z!;JB$wp&@$ngNiIfeK*v|6a{PoI7%U*$ zZvPJA)vWPw_V@R18Gkao?A{j3t5agx;j~b*VLgS%C5SrboT9t_M$~!wvZ$!&b373Y z^0N&!jJ#8(4|28h)!SmOj6bR9uJzj498*rb)&u`@?(ErgZoM-LUNEc3y1F`-xgV51 z+?OuNShPlci&T}!c3+vmJ@tm6>J#}IF~JsXF&s=xQjZ4TD?3yx#`1`ItY$H@u$=WW zvbD`yUl=L;`t|FPrXXtGg5~kH85n@#9tGU|L5Nh5e|>&9_syF(i85->oA-HI8Am=t|kka2zOk(C1G^?X)=BAgF@c?sYPMHkxG z^WJ1H@9pa={K`W`^RB52-xS{_}>9-Jbza;n5V*w)t)3;plRa|CEwL}X=MmRE=Oz<3rE78d?=pQH~t z&v)z9DSCB3LSoIVyBCEX{m|SP@u>?u$AS5~0&~nrmkqQ2S?x|rN~$o(*xcs->Xpsz z=8|?(5#`UwPfN9|p&M+Et9f6KdCAi)DE@Xcwp$+ylboK)OznMV)^wTM)fYCeH{ZYp zEK0xF{PmAA8)_fV_1OW^6DKq~5`-daUc&CfLi5VQSFvzq=Hsz1Y&+F&-Y{uptB
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