Machine Learning Mastery With Python
====================================
README
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Welcome to Machine Learning Mastery With Python!
Your download contains:
1. The Ebook:
machine_learning_mastery_with_python.pdf
2. Sample Code:
code/
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Any questions at all, contact me direction via email: jason@MachineLearningMastery.com
Kind Regards,
Jason.
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Welcome to Machine Learning Mastery With Python. This book is your guide to applied machine learning with Python. You will discover the step-by-step process that you can use to get started and become good at machine learning for predictive modeling with the Python ecosystem. The book with help you understand your data, create accurate models and build projects for end-to-end.
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machine_learning_mastery_with_python.zip (94个子文件)
README.txt 444B
machine_learning_mastery_with_python.pdf 1.81MB
code
chapter_10
pima-indians-diabetes.data.csv 23KB
regression_mae.py 702B
classification_confusion_matrix.py 729B
classification_report.py 729B
housing.csv 48KB
classification_auc.py 659B
classification_logloss.py 668B
classification_accuracy.py 666B
regression_mse.py 716B
regression_rsquared.py 681B
chapter_18
project_template.py 599B
chapter_06
pima-indians-diabetes.data.csv 23KB
boxplot.py 339B
density_plots.py 332B
correlation_matrix.py 564B
correlation_matrix_generic.py 439B
histograms.py 272B
scatterplot_matrix.py 321B
chapter_20
housing.csv 48KB
project_regression_boston.py 7KB
chapter_19
iris.data.csv 4KB
project_classification_iris.py 3KB
chapter_17
pima-indians-diabetes.data.csv 23KB
save_model_joblib.py 857B
save_model_pickel.py 845B
chapter_16
pima-indians-diabetes.data.csv 23KB
random_search.py 652B
grid_search.py 621B
chapter_21
project_classification_sonar.py 7KB
sonar.all-data.csv 86KB
chapter_13
pima-indians-diabetes.data.csv 23KB
race_algorithms.py 1KB
chapter_11
support_vector_machines_classification.py 525B
pima-indians-diabetes.data.csv 23KB
logistic_regression.py 595B
linear_discriminant_analysis.py 604B
classification_and_regression_trees_classification.py 565B
k_nearest_neighbors_classification.py 580B
gaussian_naive_bayes.py 564B
chapter_07
rescale_data.py 582B
normalize_data.py 563B
pima-indians-diabetes.data.csv 23KB
binarization.py 556B
standardize_data.py 573B
chapter_09
loocv.py 634B
pima-indians-diabetes.data.csv 23KB
cross_validation.py 670B
shuffle_split.py 733B
train_test.py 659B
chapter_03
python_crash_course.py 1KB
pandas_crash_course.py 552B
numpy_crash_course.py 621B
matplotlib_crash_course.py 407B
chapter_14
pima-indians-diabetes.data.csv 23KB
standardize_model_pipeline.py 891B
feature_union_model_pipeline.py 1KB
chapter_08
pima-indians-diabetes.data.csv 23KB
recursive_feature_elimination.py 614B
univariate_selection.py 715B
pca.py 508B
feature_importance.py 467B
chapter_05
pima-indians-diabetes.data.csv 23KB
skew.py 249B
describe.py 353B
pearson_correlation.py 377B
head.py 246B
class_distribution.py 277B
dimensions.py 250B
data_types.py 257B
chapter_02
scipy_versions.py 263B
sklearn_version.py 72B
chapter_15
pima-indians-diabetes.data.csv 23KB
voting_ensemble_classification.py 974B
bagged_cart_classification.py 750B
gradient_boosting_classification.py 670B
extra_trees_classification.py 654B
adaboost_classification.py 630B
random_forest_classification.py 660B
chapter_12
elastic_net.py 642B
housing.csv 48KB
lasso_regression.py 627B
k_nearest_neighbors_regression.py 650B
support_vector_machines_regression.py 612B
ridge_regression.py 627B
classification_and_regression_trees_regression.py 659B
linear_regression.py 650B
chapter_04
pima-indians-diabetes.data.csv 23KB
load_csv_np_url.py 211B
load_csv_np.py 183B
load_csv.py 283B
load_csv_pandas_url.py 224B
load_csv_pandas.py 268B
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