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kaggle_titanic's Introduction

kaggle_titanic

Kaggle getting started competition: Titanic: Machine Learning from Disaster

Reference: https://blog.csdn.net/han_xiaoyang/article/details/49797143


Roadmap:

  1. 数据清洗(Data Cleaning)

  2. 探索性可视化(Exploratory Visualization)

  3. 特征工程(Feature Engineering)

  4. 基本建模&评估(Basic Modeling& Evaluation)

  5. 参数调整(Hyperparameters Tuning)

  6. 集成方法(EnsembleMethods)


常见模型算法:

  1. K近邻(k-Nearest Neighbors)

  2. 逻辑回归(Logistic Regression)

  3. 朴素贝叶斯分类器(Naive Bayes classifier)

  4. 决策树(Decision Tree)

  5. 随机森林(Random Forest)

  6. 梯度提升树(Gradient Boosting Decision Tree)

  7. 支持向量机(Support Vector Machine)

kaggle_titanic's People

Contributors

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