From 44e51b7a531901a719a80c889d03fe88c4754f41 Mon Sep 17 00:00:00 2001 From: Phoenix Zhong Date: Mon, 25 Mar 2024 16:05:42 +0800 Subject: [PATCH] docs: kaggle titanic --- ...46\345\260\274\345\205\213\345\217\267.md" | 426 ++++++++++++++++++ ...4\347\232\204machine-learning-pipeline.md" | 62 +++ images/mini-ml-pipeline.png | Bin 0 -> 122486 bytes images/titanic_children_older.png | Bin 0 -> 12892 bytes 4 files changed, 488 insertions(+) create mode 100644 "_posts/2024-05-19-kaggle\345\210\267\351\242\230\344\271\213\346\263\260\345\235\246\345\260\274\345\205\213\345\217\267.md" create mode 100644 "_posts/2024-07-19-\344\270\200\344\270\252\346\234\200\345\237\272\346\234\254\347\232\204machine-learning-pipeline.md" create mode 100644 images/mini-ml-pipeline.png create mode 100644 images/titanic_children_older.png diff --git "a/_posts/2024-05-19-kaggle\345\210\267\351\242\230\344\271\213\346\263\260\345\235\246\345\260\274\345\205\213\345\217\267.md" "b/_posts/2024-05-19-kaggle\345\210\267\351\242\230\344\271\213\346\263\260\345\235\246\345\260\274\345\205\213\345\217\267.md" new file mode 100644 index 0000000..4aea8e6 --- /dev/null +++ "b/_posts/2024-05-19-kaggle\345\210\267\351\242\230\344\271\213\346\263\260\345\235\246\345\260\274\345\205\213\345\217\267.md" @@ -0,0 +1,426 @@ +--- +layout: default +title: Kaggle刷题之泰坦尼克号 +date: 2024-05-19 15:49 +0800 +categories: ml +--- + +同事推荐了一个 ML 刷题的网站,正好可以拿来练手。第一道题是预测[泰坦尼克号上的幸存者](https://www.kaggle.com/competitions/titanic)。 + +```python +train_data = pd.read_csv("/kaggle/input/titanic/train.csv") +train_data.head() +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
PassengerIdPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
08923Kelly, Mr. Jamesmale34.5003309117.8292NaNQ
18933Wilkes, Mrs. James (Ellen Needs)female47.0103632727.0000NaNS
28942Myles, Mr. Thomas Francismale62.0002402769.6875NaNQ
38953Wirz, Mr. Albertmale27.0003151548.6625NaNS
48963Hirvonen, Mrs. Alexander (Helga E Lindqvist)female22.011310129812.2875NaNS
+
+ +## 女士优先 + +在英国的绅士文化里面,女士优先。如果我们将所有的女士标注为幸存,那么可以获得 80%的准确率。 + +```python +women = train_data.loc[train_data.Sex == 'female']["Survived"] +rate_women = sum(women)/len(women) + +print("% of women who survived:", rate_women) + +men = train_data.loc[train_data.Sex == 'male']["Survived"] +rate_men = sum(men)/len(men) + +print("% of men who survived:", rate_men) + +y = train_data["Survived"] +X = train_data + +X_train,X_test, y_train, y_test = train_test_split (X, y, test_size=0.2, stratify = y, random_state=20) + +y_female = (X_test['Sex'] == 'female').values.astype(int) +y_female + +accuracy = accuracy_score(y_test, y_female) +print("Accuracy:", accuracy) + +# Accuracy: 0.8044692737430168 +``` + +## 等级、性别、亲属 + +如果我们根据船舱等级,性别,亲属为依据,能够将准确率提升到 81.00% + +```python +from sklearn.ensemble import RandomForestClassifier + +y = train_data["Survived"] + +features = ["Pclass", "Sex", "SibSp", "Parch"] +X = pd.get_dummies(train_data[features]) + +X.head() +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
PclassSibSpParchSex_femaleSex_male
0310FalseTrue
1110TrueFalse
2300TrueFalse
3110TrueFalse
4300FalseTrue
+
+ +```python +X_train,X_test, y_train, y_test = train_test_split (X, y, test_size=0.2, stratify = y, random_state=20) + +model = RandomForestClassifier(n_estimators=100, max_depth=5, random_state=1) +model.fit(X_train, y_train) +y_pred = model.predict(X_test) +y_pred + +accuracy = accuracy_score(y_test, y_pred) +print("Accuracy:", accuracy) + +# Accuracy: 0.8100558659217877 +``` + +## 引入新的 feature Family + +```python +from sklearn.ensemble import RandomForestClassifier + +y = train_data["Survived"] + +features = ["Pclass", "Sex", "SibSp", "Parch"] +X = pd.get_dummies(train_data[features]) + +X.head() +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
PclassSibSpParchSex_femaleSex_male
0310FalseTrue
1110TrueFalse
2300TrueFalse
3110TrueFalse
4300FalseTrue
+
+ +```python +X_train,X_test, y_train, y_test = train_test_split (X, y, test_size=0.2, stratify = y, random_state=20) + +X_train['Fam'] = X_train['SibSp'] + X_train['Parch'] + 1 +X_test['Fam'] = X_test['SibSp'] + X_test['Parch'] + 1 +X_train.head() + +model = RandomForestClassifier(n_estimators=100, max_depth=5, random_state=1) +model.fit(X_train, y_train) +y_pred = model.predict(X_test) +y_pred + +accuracy = accuracy_score(y_test, y_pred) +print("Accuracy:", accuracy) + +# Accuracy: 0.8156424581005587 +``` + +## 老幼优先 + +通过下面的数据可以观察到,儿童和老年的存活率比较高,我们断言当时女人、老人、儿童优先得到了救援。 + +```python +male_train_df = train_data[train_data['Sex'] == 'male'] + +import matplotlib.pyplot as plt + +male_train_df['Age'] = np.ceil(male_train_df['Age']) + +survived_percent_by_age = (male_train_df.groupby('Age')['Survived'].mean() * 100).round(2) +plt.bar(survived_percent_by_age.index, survived_percent_by_age.values) +plt.show() +``` + + + +```python +from sklearn.ensemble import RandomForestClassifier + +y = train_data["Survived"] +X = train_data[["Pclass", "Sex", "SibSp", "Parch", "Age"]] + + +X = pd.get_dummies(X) + +# children +X['is_child'] = X['Age'] <= 16 +X['is_old'] = X['Age'] >= 60 + +X = X.drop(columns=['Age']).astype(int) + +X.head() + +X_train,X_test, y_train, y_test = train_test_split (X, y, test_size=0.2, stratify = y, random_state=20) + +model = RandomForestClassifier(n_estimators=100, max_depth=5, random_state=1) +model.fit(X_train, y_train) +y_pred = model.predict(X_test) +y_pred + +accuracy = accuracy_score(y_test, y_pred) +print("Accuracy:", accuracy) + +# Accuracy: 0.8212290502793296 +``` + +## 提交作业 + +提交[作业](https://www.kaggle.com/code/zhongxiao37/pzhong-titanic),得到了 0.7799 的准确率。 + +```python +df_test = test_data.copy() + +X = df_test[["Pclass", "Sex", "SibSp", "Parch", "Age"]] + +X = pd.get_dummies(X) + +# children +X['is_child'] = X['Age'] <= 16 +X['is_old'] = X['Age'] >= 60 + +X = X.drop(columns=['Age']).astype(int) + +X.head() + +y_pred = model.predict(X) + +output = pd.DataFrame({'PassengerId': df_test.PassengerId, 'Survived': y_pred}) +output.to_csv('submission.csv', index=False) +print("Your submission was successfully saved!") + +``` diff --git "a/_posts/2024-07-19-\344\270\200\344\270\252\346\234\200\345\237\272\346\234\254\347\232\204machine-learning-pipeline.md" "b/_posts/2024-07-19-\344\270\200\344\270\252\346\234\200\345\237\272\346\234\254\347\232\204machine-learning-pipeline.md" new file mode 100644 index 0000000..1d3de4a --- /dev/null +++ "b/_posts/2024-07-19-\344\270\200\344\270\252\346\234\200\345\237\272\346\234\254\347\232\204machine-learning-pipeline.md" @@ -0,0 +1,62 @@ +--- +layout: default +title: 一个最基本的Machine learning pipeline +date: 2024-07-19 13:23 +0800 +categories: ml +--- + + + +上图是一个精简版的 Machine Learning Pipeline。 + +## Data 数据 + +这里的数据一般是指清洗好的数据,可能已经有了标签,也有可能需要后续的步骤去计算出标签。 + +## Labeller 打标 + +有些数据是没有标签,还需要额外的逻辑去计算出标签。 + +## Splitter 拆分 + +将数据拆分成为训练集和测试集。拆分的时候需要注意数据泄露的问题,避免训练集里面有某些特征会和测试集里面的数据有关系。为了避免这个问题,我们一般会按照时间去拆分。和时间没有太多关系的,我们可能会按照人口比例、性别、收入进行等比拆分。 + +## Transformer 转换器 + +上面的这些特征不能够直接喂给模型,需要做一些处理,比如缩放,独热编码等操作。 + +## Filter 过滤器 + +并不是所有的特征都需要,特征太多可能会导致训练时间过长。所以需要将不太重要的特征过滤掉。 + +## Optimizer 超参优化 + +通过网格搜索,随机搜索,找到最优的超参,进而提升模型的效果。 + +## Trainer 训练器 + +这个时候就可以进行训练,并保存模型和相关日志。 + +## Evaluator 评估器 + +训练完了之后,我们还要评估模型的效果,以及与之前的模型评估。 + +### ROC 曲线 + +```bash +| | Predicted | +| Actual | TN | FP | +| | FN | TP | +``` + +准确率: `(TP + TN) / ALL` + +查准率/精确率: `TP / (TP + FP)` + +查全率/召回率/真阳率: `TP / (TP + FN)` + +特异度/假阳率: `FP / (FP + TN)` + +`F1 = 2 * 查准率 * 查全率 / (查准率 + 查全率)` + +`ROC = 查全率 / 特异度` diff --git a/images/mini-ml-pipeline.png b/images/mini-ml-pipeline.png new file mode 100644 index 0000000000000000000000000000000000000000..f70c81a42302a6ebdd592fb23257241efdf8cb2b GIT binary patch literal 122486 zcmeEvbzD^4+BS@Xln6?x)BqwPC5rR_N-8NOLraRp(47V-Ac#mv8;B^~Jt)#KbeD8@ 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