BrownLee Better Deep Learning

Deep learning neural networks have become easy to define and fit, but are still hard to configure. In this new eBook written in the friendly Machine Learning Mastery style that you’re used to, discover exactly how to improve the performance of deep learning neural network models on your predictive modeling projects. With clear explanations, standard Python libraries, and step-by-step tutorial lessons, you’ll discover how to better train your models, reduce overfitting, and make more accurate predictions.

# check library version numbers
# scipy
import scipy
print（‘scipy: %s‘ % scipy.__version__）
# numpy
import numpy
print（‘numpy: %s‘ % numpy.__version__）
# matplotlib
import matplotlib
print（‘matplotlib: %s‘ % matplotlib.__version__）
# pandas
import pandas
print（‘pandas: %s‘ % pandas.__version__）
# statsmodels
import statsmodels
print（‘statsmodels: %s‘ % statsmodels.__version__）
# scikit-learn
import sklearn
print（‘sklearn: %s‘ % sklearn.__version__）

 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     文件     9875564  2018-12-09 21:11  better_deep_learning.pdf
     目录           0  2018-12-09 21:11  code\
     目录           0  2018-12-09 21:11  code\chapter_08\
     文件         373  2018-12-09 21:11  code\chapter_08\01_problem.py
     文件        1263  2018-12-09 21:11  code\chapter_08\03_mlp_gradient_norm_scaling.py
     文件        1260  2018-12-09 21:11  code\chapter_08\04_mlp_gradient_value_clipping.py
     文件        1212  2018-12-09 21:11  code\chapter_08\02_mlp_exploding.py
     目录           0  2018-12-09 21:11  code\chapter_06\
     文件         414  2018-12-09 21:11  code\chapter_06\01_problem.py
     文件        1592  2018-12-09 21:11  code\chapter_06\03_mlp_standardized_target.py
     文件        1212  2018-12-09 21:11  code\chapter_06\02_mlp_unscaled.py
     文件        3120  2018-12-09 21:11  code\chapter_06\04_mlp_scale_input.py
     目录           0  2018-12-09 21:11  code\chapter_07\
     文件         436  2018-12-09 21:11  code\chapter_07\03_problem.py
     文件         369  2018-12-09 21:11  code\chapter_07\02_rectifier_plot.py
     文件        1965  2018-12-09 21:11  code\chapter_07\05_mlp_tanh_deeper.py
     文件        2986  2018-12-09 21:11  code\chapter_07\07_mlp_relu_deeper_20.py
     文件         528  2018-12-09 21:11  code\chapter_07\01_rectifier.py
     文件        1912  2018-12-09 21:11  code\chapter_07\06_mlp_relu_deeper.py
     文件        2626  2018-12-09 21:11  code\chapter_07\07_mlp_relu_deeper_15.py
     文件        1731  2018-12-09 21:11  code\chapter_07\04_mlp_tanh.py
     目录           0  2018-12-09 21:11  code\chapter_09\
     文件        1439  2018-12-09 21:11  code\chapter_09\02_mlp.py
     文件         436  2018-12-09 21:11  code\chapter_09\01_problem.py
     文件        1604  2018-12-09 21:11  code\chapter_09\04_mlp_batchnorm_before.py
     文件        1556  2018-12-09 21:11  code\chapter_09\03_mlp_batchnorm_after.py
     目录           0  2018-12-09 21:11  code\chapter_13\
     文件         490  2018-12-09 21:11  code\chapter_13\01_problem.py
     文件        1429  2018-12-09 21:11  code\chapter_13\03_mlp_weight_reg.py
     文件        1346  2018-12-09 21:11  code\chapter_13\02_mlp_overfit.py
     文件        1335  2018-12-09 21:11  code\chapter_13\04_grid_search.py
............此处省略114个文件信息