scikit-learn Tutorial【デコ13日目】
Google Colaboratoryを使って、scikit-learn tutorialをやってみた。
An introduction to machine learning with scikit-learn
Machine learning: the problem setting
Loading an example dataset
sklearn標準のデータセットを読み込むには
from sklearn import datasets
datasets.load_iris()
datasets.load_digits()
Learning and predicting
grid searchとcross validationは自分で実装したことはあってもsklearn使ったことはないから試したい
- Future work:
grid search
,cross validation
. They are tools which are used to find good values for these parameters. - if you want to learn more, you should do "Recognizing hand-written digits"
Model persistence
joblib.dump()
,joblib.load()
, which are more efficient on big data