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핸즈온 비지도 학습
book

핸즈온 비지도 학습

by 강재원, 권재철, 안쿠르 A. 파텔
July 2020
Beginner to intermediate
444 pages
10h 50m
Korean
Hanbit Media, Inc.
Content preview from 핸즈온 비지도 학습
417
13
시계열 클러스터링
min_samples=min_samples, alpha=alpha,
cluster_selection_method=cluster_selection_method,
prediction_data=prediction_data)
preds = hdb.fit_predict(X_train.reshape(4000,140))
ars = adjusted_rand_score(data_train[:,0], preds)
print("Adjusted Rand Index on Training Set:", ars)
훈련셋의 수정된
Rand
지수는
0
.
769
로 인상적입니다.
Adjusted Rand Index on Training Set using HDBSCAN: 0.7689563655060421
이제 테스트셋을 평가하겠습니다.
# 테스트셋으로 예측 및 평가하기
preds_test = hdbscan.prediction.approximate_predict(
hdb, X_test.reshape(1000,140))
ars = adjusted_rand_score(data_test[:,0], preds_test[0])
print("Adjusted Rand Index on Test Set:", ars)
테스트셋의 수정된
Rand
지수는
0
.
720
으로 역시 인상적입니다.
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Publisher Resources

ISBN: 9791162243190