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Mofan Zhou
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numpy&pandas/11_pandas_intro.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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import numpy as np
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numpy&pandas/12_selection.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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import numpy as np
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numpy&pandas/13_set_value.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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import numpy as np
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numpy&pandas/14_nan.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

6-
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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import numpy as np
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numpy&pandas/15_read_to/15_read_to.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
5-
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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# read from

numpy&pandas/16_concat.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import pandas as pd
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import numpy as np
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sklearnTUT/sk10_cross_validation3.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn.learning_curve import validation_curve
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from sklearn.datasets import load_digits
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from sklearn.svm import SVC

sklearnTUT/sk11_save.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn import svm
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from sklearn import datasets
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sklearnTUT/sk4_learning_pattern.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn import datasets
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from sklearn.cross_validation import train_test_split
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from sklearn.neighbors import KNeighborsClassifier

sklearnTUT/sk5_datasets.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn import datasets
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from sklearn.linear_model import LinearRegression
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import matplotlib.pyplot as plt

sklearnTUT/sk6_model_attribute_method.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn import datasets
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from sklearn.linear_model import LinearRegression
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sklearnTUT/sk7_normalization.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn import preprocessing
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import numpy as np
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from sklearn.cross_validation import train_test_split

sklearnTUT/sk8_cross_validation/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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from sklearn.datasets import load_iris
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from sklearn.cross_validation import train_test_split
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from sklearn.neighbors import KNeighborsClassifier

sklearnTUT/sk8_cross_validation/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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from sklearn.datasets import load_iris
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from sklearn.cross_validation import train_test_split
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from sklearn.neighbors import KNeighborsClassifier

sklearnTUT/sk9_cross_validation2.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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from sklearn.learning_curve import learning_curve
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from sklearn.datasets import load_digits
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from sklearn.svm import SVC

tensorflowTUT/tensorflow10_def_add_layer.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import tensorflow as tf
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tensorflowTUT/tensorflow11_build_network.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import tensorflow as tf
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import numpy as np
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tensorflowTUT/tensorflow12_plut_result.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import tensorflow as tf
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import numpy as np
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import matplotlib.pyplot as plt

tensorflowTUT/tensorflow6_session.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import tensorflow as tf
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matrix1 = tf.constant([[3, 3]])

tensorflowTUT/tensorflow7_variable.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
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"""
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import tensorflow as tf
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state = tf.Variable(0, name='counter')

tensorflowTUT/tensorflow8_feeds.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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input1 = tf.placeholder(tf.float32)

tensorflowTUT/tf11_build_network/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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tensorflowTUT/tf11_build_network/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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import matplotlib.pyplot as plt

tensorflowTUT/tf12_plot_result/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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import matplotlib.pyplot as plt

tensorflowTUT/tf12_plot_result/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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import matplotlib.pyplot as plt

tensorflowTUT/tf14_tensorboard/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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tensorflowTUT/tf14_tensorboard/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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tensorflowTUT/tf15_tensorboard/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
7+
Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
811

tensorflowTUT/tf15_tensorboard/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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tensorflowTUT/tf16_classification/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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tensorflowTUT/tf16_classification/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
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# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from tensorflow.examples.tutorials.mnist import input_data
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# number 1 to 10 data

tensorflowTUT/tf17_dropout/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
7+
Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from sklearn.datasets import load_digits
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from sklearn.cross_validation import train_test_split

tensorflowTUT/tf17_dropout/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

6+
"""
7+
Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
69
import tensorflow as tf
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from sklearn.datasets import load_digits
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from sklearn.cross_validation import train_test_split

tensorflowTUT/tf18_CNN2/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
7+
Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from tensorflow.examples.tutorials.mnist import input_data
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# number 1 to 10 data

tensorflowTUT/tf18_CNN2/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from tensorflow.examples.tutorials.mnist import input_data
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# number 1 to 10 data

tensorflowTUT/tf18_CNN3/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from tensorflow.examples.tutorials.mnist import input_data
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# number 1 to 10 data

tensorflowTUT/tf18_CNN3/full_code.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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from tensorflow.examples.tutorials.mnist import input_data
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# number 1 to 10 data

tensorflowTUT/tf19_saver.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
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Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
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import tensorflow as tf
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import numpy as np
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tensorflowTUT/tf5_example2/for_you_to_practice.py

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# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
44
# Youku video tutorial: http://i.youku.com/pythontutorial
55

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"""
7+
Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
8+
"""
69
import tensorflow as tf
710
import numpy as np
811

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