diff --git a/.idea/Python-Machine-Learning-Algorithm.iml b/.idea/Python-Machine-Learning-Algorithm.iml
new file mode 100644
index 0000000..6711606
--- /dev/null
+++ b/.idea/Python-Machine-Learning-Algorithm.iml
@@ -0,0 +1,11 @@
+
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\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..7ba73c2
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+
+
+
+
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
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--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+
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\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
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+
+
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..f681c4c
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,553 @@
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+ 4.459256375759
+ node
+ least_square
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+ 1530872233138
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+ 1530872233138
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diff --git a/Chapter_1 Logistic Regression/data.txt b/Chapter_1 Logistic Regression/data.txt
index 0225453..2ab2c0e 100644
--- a/Chapter_1 Logistic Regression/data.txt
+++ b/Chapter_1 Logistic Regression/data.txt
@@ -197,4 +197,4 @@
4.15244831176753 1.44597290703838 1
9.55986996363196 1.13832040773527 1
1.63276516895206 0.446783742774178 1
-9.38532498107474 0.913169554364942 1
+9.38532498107474 0.913169554364942 1
\ No newline at end of file
diff --git a/Chapter_1 Logistic Regression/data1.txt b/Chapter_1 Logistic Regression/data1.txt
new file mode 100644
index 0000000..c1d0791
--- /dev/null
+++ b/Chapter_1 Logistic Regression/data1.txt
@@ -0,0 +1,3 @@
+4.45925637575900 8.22541838354701 1.2233232 0
+0.0432761720122110 6.30740040001402 3.3434 0
+6.99716180262699 9.31339338579386 4.32424 0
\ No newline at end of file
diff --git a/Chapter_1 Logistic Regression/load_test.py b/Chapter_1 Logistic Regression/load_test.py
new file mode 100644
index 0000000..3dceb65
--- /dev/null
+++ b/Chapter_1 Logistic Regression/load_test.py
@@ -0,0 +1,37 @@
+# coding:UTF-8
+'''
+Date:20160901
+@author: zhaozhiyong
+'''
+import numpy as np
+
+def load_data(file_name):
+ '''导入训练数据
+ input: file_name(string)训练数据的位置
+ output: feature_data(mat)特征
+ label_data(mat)标签
+ '''
+ f = open(file_name) # 打开文件
+ feature_data = []
+ label_data = []
+ for line in f.readlines():
+ feature_tmp = []
+ lable_tmp = []
+ lines = line.strip().split("\t")
+ feature_tmp.append(1) # 偏置项
+ print len(lines)
+ for i in xrange(len(lines) - 1):
+ feature_tmp.append(float(lines[i]))
+ lable_tmp.append(float(lines[-1]))
+ feature_data.append(feature_tmp)
+ label_data.append(lable_tmp)
+ f.close() # 关闭文件
+ return np.mat(feature_data), np.mat(label_data)
+
+if __name__ == "__main__":
+ # 1、导入训练数据
+ print "---------- 1.load data ------------"
+ feature, label = load_data("data1.txt")
+ # 2、训练LR模型
+ print feature
+ print label
diff --git a/Chapter_1 Logistic Regression/lr_test.py b/Chapter_1 Logistic Regression/lr_test.py
index aff6892..490921b 100644
--- a/Chapter_1 Logistic Regression/lr_test.py
+++ b/Chapter_1 Logistic Regression/lr_test.py
@@ -78,6 +78,7 @@ def save_result(file_name, result):
print "---------- 1.load model ------------"
w = load_weight("weights")
n = np.shape(w)[1]
+ print np.shape(w)
# 2、导入测试数据
print "---------- 2.load data ------------"
testData = load_data("test_data", n)
@@ -86,5 +87,5 @@ def save_result(file_name, result):
h = predict(testData, w)#进行预测
# 4、保存最终的预测结果
print "---------- 4.save prediction ------------"
- save_result("result", h)
-
+ #print np.mat(h)
+ save_result("result", np.mat(h))
\ No newline at end of file
diff --git a/Chapter_1 Logistic Regression/lr_train.py b/Chapter_1 Logistic Regression/lr_train.py
index 7a1251e..ae64a93 100644
--- a/Chapter_1 Logistic Regression/lr_train.py
+++ b/Chapter_1 Logistic Regression/lr_train.py
@@ -44,7 +44,8 @@ def lr_train_bgd(feature, label, maxCycle, alpha):
output: w(mat):权重
'''
n = np.shape(feature)[1] # 特征个数
- w = np.mat(np.ones((n, 1))) # 初始化权重
+ # (200,3) np.shape(feature)[0] 表示特征矩阵的行数，np.shape(feature)[1] 表示特征矩阵的个数
+ w = np.mat(np.ones((n, 1))) # 初始化权重 初始化三个1的一个矩阵
i = 0
while i <= maxCycle: # 在最大迭代次数的范围内
i += 1 # 当前的迭代次数
@@ -63,7 +64,6 @@ def error_rate(h, label):
output: err/m(float):错误率
'''
m = np.shape(h)[0]
-
sum_err = 0.0
for i in xrange(m):
if h[i, 0] > 0 and (1 - h[i, 0]) > 0:
@@ -90,9 +90,12 @@ def save_model(file_name, w):
# 1、导入训练数据
print "---------- 1.load data ------------"
feature, label = load_data("data.txt")
+ print feature
+ print label
# 2、训练LR模型
print "---------- 2.training ------------"
w = lr_train_bgd(feature, label, 1000, 0.01)
+ print w
# 3、保存最终的模型
print "---------- 3.save model ------------"
save_model("weights", w)
diff --git a/Chapter_1 Logistic Regression/lr_train.pyc b/Chapter_1 Logistic Regression/lr_train.pyc
new file mode 100644
index 0000000..ae68a95
Binary files /dev/null and b/Chapter_1 Logistic Regression/lr_train.pyc differ
diff --git a/Chapter_1 Logistic Regression/result b/Chapter_1 Logistic Regression/result
new file mode 100644
index 0000000..080d605
--- /dev/null
+++ b/Chapter_1 Logistic Regression/result
@@ -0,0 +1 @@
+0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0
\ No newline at end of file
diff --git a/Chapter_1 Logistic Regression/weights b/Chapter_1 Logistic Regression/weights
new file mode 100644
index 0000000..b5236d9
--- /dev/null
+++ b/Chapter_1 Logistic Regression/weights
@@ -0,0 +1 @@
+1.39417775087 4.52717712911 -4.79398162377
\ No newline at end of file
diff --git a/Chapter_14 CollaborativeFiltering/item_based_recommend.py b/Chapter_14 CollaborativeFiltering/item_based_recommend.py
index 6fec4f5..c4fd10d 100644
--- a/Chapter_14 CollaborativeFiltering/item_based_recommend.py
+++ b/Chapter_14 CollaborativeFiltering/item_based_recommend.py
@@ -55,15 +55,20 @@ def top_k(predict, k):
# 1、导入用户商品数据
print "------------ 1. load data ------------"
data = load_data("data.txt")
+ print data
# 将用户商品矩阵转置成商品用户矩阵
data = data.T
+ print data
# 2、计算商品之间的相似性
print "------------ 2. calculate similarity between items -------------"
w = similarity(data)
+ print w
# 3、利用用户之间的相似性进行预测评分
print "------------ 3. predict ------------"
predict = item_based_recommend(data, w, 0)
+ print predict
# 4、进行Top-K推荐
print "------------ 4. top_k recommendation ------------"
top_recom = top_k(predict, 2)
print top_recom
+ print top_recom
diff --git a/Chapter_14 CollaborativeFiltering/user_based_recommend.py b/Chapter_14 CollaborativeFiltering/user_based_recommend.py
index 072cd33..f957f12 100644
--- a/Chapter_14 CollaborativeFiltering/user_based_recommend.py
+++ b/Chapter_14 CollaborativeFiltering/user_based_recommend.py
@@ -23,7 +23,6 @@ def load_data(file_path):
tmp.append(0)
data.append(tmp)
f.close()
-
return np.mat(data)
def cos_sim(x, y):
@@ -104,13 +103,17 @@ def top_k(predict, k):
# 1、导入用户商品数据
print "------------ 1. load data ------------"
data = load_data("data.txt")
+ print data
# 2、计算用户之间的相似性
print "------------ 2. calculate similarity between users -------------"
w = similarity(data)
+ print w
# 3、利用用户之间的相似性进行推荐
print "------------ 3. predict ------------"
predict = user_based_recommend(data, w, 0)
+ print predict
# 4、进行Top-K推荐
print "------------ 4. top_k recommendation ------------"
top_recom = top_k(predict, 2)
print top_recom
+ print top_recom
diff --git a/Chapter_14 CollaborativeFiltering/user_based_recommend.pyc b/Chapter_14 CollaborativeFiltering/user_based_recommend.pyc
new file mode 100644
index 0000000..2fa63ae
Binary files /dev/null and b/Chapter_14 CollaborativeFiltering/user_based_recommend.pyc differ
diff --git a/Chapter_16 PersonalRank/personal_rank.py b/Chapter_16 PersonalRank/personal_rank.py
index 5fb91e2..6820a3b 100644
--- a/Chapter_16 PersonalRank/personal_rank.py
+++ b/Chapter_16 PersonalRank/personal_rank.py
@@ -118,12 +118,15 @@ def recommend(data_dict, rank, user):
# 1、导入用户商品矩阵
print "------------ 1.load data -------------"
dataMat = load_data("data.txt")
+ print dataMat
# 2、将用户商品矩阵转换成邻接表的存储
print "------------ 2.generate dict --------------"
data_dict = generate_dict(dataMat)
+ print data_dict
# 3、利用PersonalRank计算
print "------------ 3.PersonalRank --------------"
rank = PersonalRank(data_dict, 0.85, "U_0", 500)
+ print rank
# 4、根据rank结果进行商品推荐
print "------------ 4.recommend -------------"
result = recommend(data_dict, rank, "U_0")
diff --git a/Chapter_3 Factorization Machine/FM_train.py b/Chapter_3 Factorization Machine/FM_train.py
index 204ce8a..cfc5506 100644
--- a/Chapter_3 Factorization Machine/FM_train.py
+++ b/Chapter_3 Factorization Machine/FM_train.py
@@ -87,7 +87,7 @@ def stocGradAscent(dataMatrix, classLabels, k, max_iter, alpha):
# 3、返回最终的FM模型的参数
return w0, w, v
-
+
def getCost(predict, classLabels):
'''计算预测准确性
input: predict(list)预测值
@@ -166,11 +166,11 @@ def save_model(file_name, w0, w, v):
f.write("\t".join(v_tmp) + "\n")
f.close()
-
+
if __name__ == "__main__":
# 1、导入训练数据
print "---------- 1.load data ---------"
- dataTrain, labelTrain = loadDataSet("data_1.txt")
+ dataTrain, labelTrain = loadDataSet("data.txt")
print "---------- 2.learning ---------"
# 2、利用随机梯度训练FM模型
w0, w, v = stocGradAscent(np.mat(dataTrain), labelTrain, 3, 10000, 0.01)
diff --git a/Chapter_3 Factorization Machine/FM_train.pyc b/Chapter_3 Factorization Machine/FM_train.pyc
new file mode 100644
index 0000000..11a9b99
Binary files /dev/null and b/Chapter_3 Factorization Machine/FM_train.pyc differ
diff --git a/Chapter_3 Factorization Machine/data.txt b/Chapter_3 Factorization Machine/data.txt
index 67459fd..4c7a7da 100644
--- a/Chapter_3 Factorization Machine/data.txt
+++ b/Chapter_3 Factorization Machine/data.txt
@@ -197,4 +197,4 @@
2.74262556141998 -0.254027266166219 1
1.24804345641085 -0.241408809531456 1
0.808431917613837 -0.242017996831424 1
-6.74094601972670 -0.373633464603415 1
+6.74094601972670 -0.373633464603415 1
\ No newline at end of file
diff --git a/Chapter_3 Factorization Machine/predict_result b/Chapter_3 Factorization Machine/predict_result
new file mode 100644
index 0000000..6940f34
--- /dev/null
+++ b/Chapter_3 Factorization Machine/predict_result
@@ -0,0 +1,200 @@
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\ No newline at end of file
diff --git a/Chapter_3 Factorization Machine/weights b/Chapter_3 Factorization Machine/weights
new file mode 100644
index 0000000..820ed49
--- /dev/null
+++ b/Chapter_3 Factorization Machine/weights
@@ -0,0 +1,4 @@
+5.50996765874
+20.0964329285 32.65425551
+-0.349979209834 -4.94943992318 -4.95269652152
+-0.349704274437 -4.9492533301 -4.95254396237
\ No newline at end of file
diff --git a/Chapter_6 BP/bp_train.py b/Chapter_6 BP/bp_train.py
index 446a6fe..c915fa3 100644
--- a/Chapter_6 BP/bp_train.py
+++ b/Chapter_6 BP/bp_train.py
@@ -224,14 +224,17 @@ def err_rate(label, pre):
# 1、导入数据
print "--------- 1.load data ------------"
feature, label, n_class = load_data("data.txt")
+ print feature, label, n_class
# 2、训练网络模型
print "--------- 2.training ------------"
w0, w1, b0, b1 = bp_train(feature, label, 20, 1000, 0.1, n_class)
+ print w0, w1,b0,b1
# 3、保存最终的模型
print "--------- 3.save model ------------"
save_model(w0, w1, b0, b1)
# 4、得到最终的预测结果
print "--------- 4.get prediction ------------"
result = get_predict(feature, w0, w1, b0, b1)
+ print result
print "训练准确性为：", (1 - err_rate(np.argmax(label, axis=1), np.argmax(result, axis=1)))
diff --git a/Chapter_6 BP/bp_train.pyc b/Chapter_6 BP/bp_train.pyc
new file mode 100644
index 0000000..9856b91
Binary files /dev/null and b/Chapter_6 BP/bp_train.pyc differ
diff --git a/Chapter_6 BP/generate.py b/Chapter_6 BP/generate.py
new file mode 100644
index 0000000..ec8a562
--- /dev/null
+++ b/Chapter_6 BP/generate.py
@@ -0,0 +1,31 @@
+# coding:UTF-8
+'''
+Date:20180831
+@author: xs
+'''
+import numpy as np
+
+def generate_data():
+ '''在[-4.5,4.5]之间随机生成20000组点
+ '''
+ # 1、随机生成数据点
+ data = np.mat(np.zeros((10, 3)))
+ m = np.shape(data)[0]
+ x = np.mat(np.random.rand(10, 3))
+ for i in xrange(m):
+ data[i, 0] = x[i, 0] * 9 - 4.5
+ data[i, 1] = x[i, 1] * 9 - 4.5
+ data[i, 2] = x[i, 2] * 9 - 4.5
+ print data
+ # 2、将数据点保存到文件“test_data”中
+ f = open("test_generate", "w")
+ m,n = np.shape(data)
+ for i in xrange(m):
+ tmp =[]
+ for j in xrange(n):
+ tmp.append(str(data[i,j]))
+ f.write("\t".join(tmp) + "\n")
+ f.close()
+
+if __name__ == "__main__":
+ generate_data()
\ No newline at end of file
diff --git a/Chapter_6 BP/result b/Chapter_6 BP/result
new file mode 100644
index 0000000..f0402f9
--- /dev/null
+++ b/Chapter_6 BP/result
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diff --git a/Chapter_6 BP/test_data b/Chapter_6 BP/test_data
new file mode 100644
index 0000000..40e5f61
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