diff --git a/README.md b/README.md
index bccc918..668a060 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,4 @@
# courses
-课程作业
\ No newline at end of file
+课程作业
+
diff --git a/eda/edaf/.gitignore b/eda/edaf/.gitignore
new file mode 100644
index 0000000..53f7466
--- /dev/null
+++ b/eda/edaf/.gitignore
@@ -0,0 +1,5 @@
+node_modules
+.DS_Store
+dist
+dist-ssr
+*.local
\ No newline at end of file
diff --git a/eda/edaf/index.html b/eda/edaf/index.html
new file mode 100644
index 0000000..d49c18c
--- /dev/null
+++ b/eda/edaf/index.html
@@ -0,0 +1,13 @@
+
+
+
+
+
+
+ Vite App
+
+
+
+
+
+
diff --git a/eda/edaf/package.json b/eda/edaf/package.json
new file mode 100644
index 0000000..bf7b8e3
--- /dev/null
+++ b/eda/edaf/package.json
@@ -0,0 +1,15 @@
+{
+ "name": "edaf",
+ "version": "0.0.0",
+ "scripts": {
+ "dev": "vite",
+ "build": "vite build"
+ },
+ "dependencies": {
+ "vue": "^3.0.4"
+ },
+ "devDependencies": {
+ "vite": "^1.0.0-rc.13",
+ "@vue/compiler-sfc": "^3.0.4"
+ }
+}
\ No newline at end of file
diff --git a/eda/edaf/public/favicon.ico b/eda/edaf/public/favicon.ico
new file mode 100644
index 0000000..df36fcf
Binary files /dev/null and b/eda/edaf/public/favicon.ico differ
diff --git a/eda/edaf/src/App.vue b/eda/edaf/src/App.vue
new file mode 100644
index 0000000..aa1197b
--- /dev/null
+++ b/eda/edaf/src/App.vue
@@ -0,0 +1,15 @@
+
+ 
+
+
+
+
diff --git a/eda/edaf/src/assets/logo.png b/eda/edaf/src/assets/logo.png
new file mode 100644
index 0000000..f3d2503
Binary files /dev/null and b/eda/edaf/src/assets/logo.png differ
diff --git a/eda/edaf/src/components/HelloWorld.vue b/eda/edaf/src/components/HelloWorld.vue
new file mode 100644
index 0000000..7deb57a
--- /dev/null
+++ b/eda/edaf/src/components/HelloWorld.vue
@@ -0,0 +1,19 @@
+
+ {{ msg }}
+
+ Edit components/HelloWorld.vue to test hot module replacement.
+
+
+
diff --git a/eda/edaf/src/index.css b/eda/edaf/src/index.css
new file mode 100644
index 0000000..852de7a
--- /dev/null
+++ b/eda/edaf/src/index.css
@@ -0,0 +1,8 @@
+#app {
+ font-family: Avenir, Helvetica, Arial, sans-serif;
+ -webkit-font-smoothing: antialiased;
+ -moz-osx-font-smoothing: grayscale;
+ text-align: center;
+ color: #2c3e50;
+ margin-top: 60px;
+}
diff --git a/eda/edaf/src/main.js b/eda/edaf/src/main.js
new file mode 100644
index 0000000..50a4dab
--- /dev/null
+++ b/eda/edaf/src/main.js
@@ -0,0 +1,5 @@
+import { createApp } from 'vue'
+import App from './App.vue'
+import './index.css'
+
+createApp(App).mount('#app')
diff --git a/eda/edaf/yarn.lock b/eda/edaf/yarn.lock
new file mode 100644
index 0000000..4cb1a3f
--- /dev/null
+++ b/eda/edaf/yarn.lock
@@ -0,0 +1,2134 @@
+# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
+# yarn lockfile v1
+
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diff --git a/numerical_analysis/1/README.md b/numerical_analysis/1/README.md
new file mode 100644
index 0000000..d493de7
--- /dev/null
+++ b/numerical_analysis/1/README.md
@@ -0,0 +1,60 @@
+# 工程数值方法与机器学习
+
+> 2020/2021 学年
+>
+> 北京航空航天大学微电子学院
+>
+> 授课教师：王鹏教授，邢炜博士
+
+### 作业1
+简介:
+> 在本次作业中，你需要编写Matlab（或python）程序来求解一些线性方程组，你需要能在电脑上运行Matlab2012a以上版本（或python）。
+请按照本文档中的说明执行任务并生成并以所需格式保存结果。 提交你的求解器代码和报告（其中包含总结和图表）。
+完成A部分与B部分的所有内容。
+
+A部分：编写你自己的求解器
+1. 编写一个用来求解方程 Ux = d的向后替代求解器, 其中 U 是上三角矩阵。
+2. 编写一个方阵 A的LU分解求解器。 建议添加选主元步骤，它通过交换矩阵的行来避免小数字的除法，可以有效提高稳定性。
+3. 结合（1，2）编写一个线性方程组的求解器。
+4. 编写一个Jacobi求解器。
+
+B部分：测试你的求解器
+
+- i 对不同的bi 求解线性方程组Axi = bi ，其中A 是随机矩阵。
+
+ - 1. 创建 NxN 的随机矩阵 A. 确保 A 的行列式不接近0. 你可以通过给A加上一个对角阵来确保行列式不为零。
+ - 2. 创建i=1…1000 的随机向量bi
+ - 3. 对每个 i, 求解Axi = bi , 通过求解上面的问题并计算平方根均方误差 (RMSE, a.k.a., L2误差，计算方法为：假如解法器求得为x*，误差计算为 (Ax*-b)^2 的平均值 ). 记录每次求解的总计算时间。
+ - 4. 对 N =（2,4,8,16,32,64,128,…,2048 ), 比较下面几个不同的求解器的精度和消耗时间。
+
+ - a. 你的基于LU分解的求解器,
+ b. 你的Jacobi求解器
+ c. 对矩阵 A 求一次逆 (Matlab 命令: inv(A) or A^(-1) ) 并直接计算结果inv(A)*b
+ d. Matlab的默认求解器 linsolve(A,B) (或者python的默认求解器).
+结果应当类似下图:
+
+
+(ii) 对不同的bi 求解线性方程组Axi = bi ，其中矩阵A的条件数较大。
+ 这个目标和B部分 (i) 类似，除了A被设计为病态矩阵，顾名思义，有较大的条件数
+Tips: 如果你不知道怎么生成一个病态随机矩阵，可以按下面的Matlab函数来生成。你可以直接将下面的代码复制到你的Matlab程序中使用。
+function A = illA(N)
+ A = rand(N);
+ A = (A + A') / 2;
+
+ [U,S,V] = svd(A);
+ S(1,1) = S(1,1) * 10^log(N^2);
+ S(end,end) = S(end,end) ./ 10^log(N^2);
+
+ A = U * S * V';
+end
+
+(iii) 对不同的bi 求解线性方程组Axi = bi ，其中矩阵A是随机稀疏矩阵。
+ 这个目标和B部分 (i) 类似，除了A被设计为稀疏矩阵，它的大部分元素都是0。
+
+生成(i)，(i)，(iii)的图表并进行对比，总结你的实验结论，例如，什么情况下使用什么解法器是比较合适的；为什么Matlab自带的解法器效果总是最好等等。
+
+作业提交有效时间是今天到10月23日（两周后）之前的任意时间。提交作业请将代码和报告打包，以“课后作业1-名字-学号”命名提交。
+
+
+
+
diff --git a/numerical_analysis/2/README.md b/numerical_analysis/2/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/3/README.md b/numerical_analysis/3/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/4/README.md b/numerical_analysis/4/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/5/README.md b/numerical_analysis/5/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/6/README.md b/numerical_analysis/6/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/7/README.md b/numerical_analysis/7/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/numerical_analysis/8/question.md b/numerical_analysis/8/README.md
similarity index 70%
rename from numerical_analysis/8/question.md
rename to numerical_analysis/8/README.md
index e1d0c28..ce9afc5 100644
--- a/numerical_analysis/8/question.md
+++ b/numerical_analysis/8/README.md
@@ -32,7 +32,8 @@
使用神经网络进行回归预测
-1. 使用共11个理化指标作为模型输入，经过大量调试（不同的网络结构，不同的深度，宽度，激活函数，初始化策略，优化函数）确定出最好的网络结构和策略。说明为什么你选择了该模型结构和策略。（你对比了哪些其他的结构？你觉得为什么该模型的效果比较好？如何防止你的选择基准只是一个巧合？）用图表总结你的搜索结果，列出每个模型（或者经过挑选的有代表性的模型）的RMSE，R2和模型训练时间。
+1.
+使用共11个理化指标作为模型输入，经过大量调试（不同的网络结构，不同的深度，宽度，激活函数，初始化策略，优化函数）确定出最好的网络结构和策略。说明为什么你选择了该模型结构和策略。（你对比了哪些其他的结构？你觉得为什么该模型的效果比较好？如何防止你的选择基准只是一个巧合？）用图表总结你的搜索结果，列出每个模型（或者经过挑选的有代表性的模型）的RMSE，R2和模型训练时间。
2. 进一步精调模型，提升模型效果并减少过拟合（例如：dropout，early stopping，bagging，交叉验证，L2/L1正则化等等）。用图表总结你使用的精调方法的带来的效果提升。
@@ -44,5 +45,29 @@
1. 选择目标1，目标2 里面选得的最优秀的模型，对比他们在不同训练数据下的表现并总结，作图。
-作业提交有效时间是今天到12月29日（三周后）之前的任意时间。
-提交作业请将代码和报告打包，以“学号-姓名-UQ”命名提交至链接 [http://www.xzc.cn/YvcM5sqqVm]
+作业提交有效时间是今天到12月29日（三周后）之前的任意时间。 提交作业请将代码和报告打包，以“学号-姓名-UQ”命名提交至链接 [http://www.xzc.cn/YvcM5sqqVm]
+
+
+```shell
+# 运行
+cd numerical_analysis/8
+python main.py
+```
+
+```
+随机森林
+ R2: 0.475379
+ accuracy: 0.687500
+线性回归
+ R2: 0.297383
+ accuracy: 0.587500
+支持向量机
+ R2: 0.250542
+ accuracy: 0.681250
+随机梯度下降
+ R2: -0.124188
+ accuracy: 0.475000
+多层感知器
+ R2: 0.288015
+ accuracy: 0.637500
+```
\ No newline at end of file
diff --git a/numerical_analysis/8/main.py b/numerical_analysis/8/main.py
index 885481b..8172f79 100644
--- a/numerical_analysis/8/main.py
+++ b/numerical_analysis/8/main.py
@@ -22,33 +22,42 @@ class WinePredict:
self.X_train = sc.fit_transform(self.X_train)
self.X_test = sc.fit_transform(self.X_test)
- # 线性回归
def lr(self):
+ """
+ 线性回归
+ """
lr = LinearRegression()
lr.fit(self.X_train, self.y_train)
return lr.predict(self.X_test)
- # 随机森林
def rfc(self):
- rfc = RandomForestClassifier(n_estimators=200)
+ """
+ 随机森林
+ """
+ rfc = RandomForestClassifier(n_estimators=200, random_state=20)
rfc.fit(self.X_train, self.y_train)
return rfc.predict(self.X_test)
- # 随机梯度下降
- # 0.2 极其不稳定
def sgd(self):
+ """
+ 随机梯度下降
+ """
sgd = SGDClassifier(penalty=None)
sgd.fit(self.X_train, self.y_train)
return sgd.predict(self.X_test)
- # 支持向量机
- # 0.23 -> 0.25
def svc(self):
+ """
+ 支持向量机
+ """
svc = SVC(C=1.4, gamma=0.8, kernel='rbf')
svc.fit(self.X_train, self.y_train)
return svc.predict(self.X_test)
def mlp(self):
+ """
+ 多层感知器
+ """
mlp = MLPClassifier([10, 6], learning_rate_init=0.001, activation='relu', solver='adam', alpha=0.0001,
max_iter=30000)
# 神经网络
@@ -57,9 +66,10 @@ class WinePredict:
# 参数调优
def grid_search(self, model, param):
- grid_svc = GridSearchCV(model, param_grid=param, scoring='accuracy', cv=10)
- grid_svc.fit(self.X_train, self.y_train)
- return grid_svc.best_params_
+ print('search %s', param)
+ grid = GridSearchCV(model, param_grid=param, scoring='accuracy', cv=10)
+ grid.fit(self.X_train, self.y_train)
+ print("%s: %f" % (grid.best_params_, grid.best_score_))
def gs_svc(self):
param = {
@@ -67,17 +77,23 @@ class WinePredict:
'kernel': ['linear', 'rbf'],
'gamma': [0.1, 0.8, 0.9, 1, 1.1, 1.2, 1.3, 1.4]
}
- print(self.grid_search(SVC, param))
+ self.grid_search(SVC(), param)
# {'C': 1.4, 'gamma': 0.8, 'kernel': 'rbf'}
+ def gs_rfc(self):
+ self.grid_search(RandomForestClassifier(), {
+ 'n_estimators': [200],
+ 'random_state': [_ for _ in range(0, 200, 10)]
+ })
+
def report(self, fc):
r = fc()
if r.dtype == 'float64' or r.dtype == 'float32':
r = r.round()
# print(classification_report(self.y_test, r))
- print(fc.__name__)
- print(" R2: %f" % r2_score(self.y_test, r))
- print(" accuracy: %f" % accuracy_score(self.y_test, r))
+ print(fc.__doc__.strip())
+ print(" R2: %f" % r2_score(self.y_test, r))
+ print(" accuracy: %f" % accuracy_score(self.y_test, r))
def showXY(self):
# fig = plt.figure(figsize=(10, 6))
@@ -91,5 +107,7 @@ class WinePredict:
if __name__ == '__main__':
wp = WinePredict()
- wp.report(wp.lr)
+ wp.gs_rfc()
+ for i in [wp.rfc, wp.lr, wp.svc, wp.sgd, wp.mlp][:1]:
+ wp.report(i)
# wp.showXY()