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try QDA #1

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4a038ea
try QDA
elleobrien Aug 13, 2020
80310fe
Update train.yaml
elleobrien Aug 13, 2020
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5 changes: 3 additions & 2 deletions .github/workflows/train.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -14,9 +14,10 @@ jobs:
dvc repro
git fetch --prune
echo "## Metrics: Workspace vs. Main"
dvc metrics diff --show-md master > report.md
# Add figure to the report
echo "## Validating results by region"
echo "## Validating results by region" >> report.md
cml-publish by_region.png --md >> report.md
cml-send-comment report.md
cml-send-comment report.md
4 changes: 2 additions & 2 deletions train.py
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
import pandas as pd
import numpy as np
from sklearn.linear_model import LogisticRegression
from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis
from sklearn import preprocessing
from sklearn.model_selection import cross_val_predict
from sklearn.metrics import confusion_matrix
Expand Down Expand Up @@ -28,7 +28,7 @@


# Linear model
clf = LogisticRegression()
clf = QuadraticDiscriminantAnalysis()
yhat = cross_val_predict(clf, X, y, cv=5)

acc = np.mean(yhat==y)
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