Feature Engineering

Feature Engineering(特征工程)是一个将原始数据转化为特征的过程,这些特征能更好地向预测模型展示潜在的模式,从而提高模型的准确性。Coursera 的 Feature Engineering 目录教您如何增强机器学习算法的预测能力。您将学习如何选择、创建和 Transformer 特征;管理分类变量;为不同的 Algorithm Scale 特征;处理缺失值变量;以及为复杂数据集降低维度。您将加强自己的数据分析技能,为商业、金融、医疗保健等更多领域的预测模型增添价值。
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探索 Feature Engineering 课程目录

  • 您将获得的技能: 机器学习, MLOps(机器学习 Operator), 持续部署, 数据驱动的决策制定, 持续监测, 数据验证, 软件开发生命周期, 数据管道, 数据质量, 功能工程, 应用机器学习, 应用程序部署

  • 状态:免费试用

    University of Washington

    您将获得的技能: 机器学习, 人工智能, 预测建模, 计算机视觉, 分类与回归树 (CART), 监督学习, 文本挖掘, 回归分析, 统计建模, 无监督学习, 机器学习算法, 大数据, 功能工程, 统计机器学习, 应用机器学习, 数据挖掘, 图像分析, 贝叶斯统计, 深度学习, 预测分析

  • 状态:免费试用

    您将获得的技能: Data Storytelling, Data Visualization, Data Ethics, Exploratory Data Analysis, Sampling (Statistics), Data Presentation, Data Visualization Software, Feature Engineering, Regression Analysis, Descriptive Statistics, Statistical Hypothesis Testing, Advanced Analytics, Data Analysis, Data Science, Tableau Software, Statistical Analysis, Machine Learning, Object Oriented Programming (OOP), Interviewing Skills, Python Programming

  • 状态:新
    状态:免费试用

    您将获得的技能: Predictive Modeling, Data Visualization, Statistical Modeling, Feature Engineering, Data Science, Data Cleansing, Animation and Game Design

  • 状态:免费试用
    状态:人工智能技能

    您将获得的技能: 仪表板, SQL, 数据清理, 数据整理, 同行评审, 数据分析, 探索性数据分析, 数据可视化软件, 无监督学习, 监督学习, 数据转换, 交互式数据可视化, 数据导入/导出, 专业网络, 数据扫盲, 生成式人工智能, Plotly, Jupyter, 数据可视化, 功能工程

  • 状态:新
    状态:预览

    您将获得的技能: Classification And Regression Tree (CART), Predictive Analytics, Decision Tree Learning, Data-Driven Decision-Making, Marketing Analytics, Data Analysis, Feature Engineering, Statistical Modeling, Financial Forecasting, Marketing, Supervised Learning, Data Cleansing, Machine Learning Methods, Data Transformation, Program Standards

  • 状态:新
    状态:预览

    您将获得的技能: Reinforcement Learning, Dimensionality Reduction, PyTorch (Machine Learning Library), Deep Learning, Generative AI, Pandas (Python Package), Scikit Learn (Machine Learning Library), Python Programming, Machine Learning, Artificial Neural Networks, Data Processing, Natural Language Processing, Feature Engineering, Predictive Modeling, Supervised Learning, Unsupervised Learning, Data Transformation, NumPy

  • 状态:新
    状态:预览

    您将获得的技能: Predictive Modeling, R Programming, Feature Engineering, Statistical Modeling, Risk Modeling, Classification And Regression Tree (CART), Regression Analysis, Predictive Analytics, Machine Learning Methods, Data Processing, Supervised Learning, Performance Measurement, Credit Risk, Dimensionality Reduction

  • 状态:新
    状态:预览

    您将获得的技能: Exploratory Data Analysis, Predictive Modeling, Risk Modeling, Classification And Regression Tree (CART), Decision Tree Learning, Credit Risk, Predictive Analytics, Random Forest Algorithm, Data Processing, Feature Engineering, Financial Modeling, Data Manipulation, Data Analysis, Applied Machine Learning, Scikit Learn (Machine Learning Library), Pandas (Python Package), Machine Learning Methods, Supervised Learning, Performance Metric, Performance Tuning

  • 状态:新

    您将获得的技能: Time Series Analysis and Forecasting, Feature Engineering, Forecasting, Data-Driven Decision-Making, Trend Analysis, Predictive Modeling, Statistical Modeling, Statistical Analysis, Data Visualization, Exploratory Data Analysis, Data Processing, Sales Management, Pandas (Python Package), Jupyter

  • 状态:新
    状态:预览

    您将获得的技能: Unsupervised Learning, Microsoft Excel, Excel Formulas, Scatter Plots, Data Visualization, Data Analysis, Data Manipulation, Feature Engineering, Data Validation

  • 状态:新
    状态:免费试用

    您将获得的技能: Exploratory Data Analysis, Data Collection, Data Ethics, MLOps (Machine Learning Operations), Feature Engineering, Data Cleansing, Responsible AI, Applied Machine Learning, Data Analysis, Solution Design, Statistical Analysis, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Predictive Modeling, Application Deployment, Generative AI, Continuous Monitoring

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