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

  • 状态:新
    状态:预览

    您将获得的技能: Feature Engineering, SAS (Software), Classification And Regression Tree (CART), Predictive Modeling, Statistical Modeling, Regression Analysis, Predictive Analytics, Applied Machine Learning, Statistical Methods, Data Processing, Data Manipulation, Data Cleansing, Data Transformation, Statistical Analysis, Exploratory Data Analysis

  • 状态:新
    状态:免费试用

    您将获得的技能: Predictive Modeling, Django (Web Framework), Data Visualization, Statistical Modeling, Feature Engineering, Application Programming Interface (API), Programming Principles, Relational Databases, Databases, Development Environment, Data Science, Data Cleansing, Animation and Game Design, Authorization (Computing), Scripting Languages, Integrated Development Environments, Software Development Tools, Style Guides, Software Design

  • 状态:免费试用

    您将获得的技能: Feature Engineering, Tensorflow, Data Processing, Data Pipelines, MLOps (Machine Learning Operations), Keras (Neural Network Library), Data Transformation, Machine Learning

  • 状态:新
    状态:免费试用

    您将获得的技能: Feature Engineering, Supervised Learning, Exploratory Data Analysis, Machine Learning Algorithms, Applied Machine Learning, Decision Tree Learning, Predictive Modeling, Data Analysis, Scikit Learn (Machine Learning Library), Machine Learning, Classification And Regression Tree (CART), Statistical Modeling, Pandas (Python Package), NumPy, Data Cleansing, Data Manipulation

  • 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:免费试用

    您将获得的技能: 数据清理, 交互式数据可视化, 监督学习, 预测建模, 数据分析, 数据操作, 数据导入/导出, 数据叙事, 技术交流, 探索性数据分析, 降维, 回归分析, 数据可视化软件, 数据整合, 应用机器学习, 数据处理, Matlab, 描述性统计, 数据可视化, 功能工程

  • 状态:新
    状态:预览

    您将获得的技能: Supervised Learning, Random Forest Algorithm, Applied Machine Learning, Data Processing, Classification And Regression Tree (CART), Decision Tree Learning, Feature Engineering, Machine Learning Algorithms, Predictive Modeling, Performance Testing, Data Analysis, Scikit Learn (Machine Learning Library), Python Programming

  • 状态:新
    状态:预览

    您将获得的技能: Unsupervised Learning, Applied Machine Learning, R Programming, Statistical Machine Learning, Machine Learning, Feature Engineering, Data Analysis, Data Manipulation, Data Transformation

  • 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

  • 状态:新
    状态:免费试用

    您将获得的技能: Prompt Engineering, Generative AI, Dimensionality Reduction, Natural Language Processing, Large Language Modeling, OpenAI, Text Mining, Applied Machine Learning, LLM Application, Statistical Machine Learning, Data Processing, Databases, Feature Engineering, Python Programming, Supervised Learning, Artificial Intelligence, Unsupervised Learning, Pandas (Python Package), Data Transformation, NumPy

  • 状态:免费试用

    您将获得的技能: 数据清理, 预测建模, 数据操作, 数据转换, 文本挖掘, 非结构化数据, 探索性数据分析, 降维, 数据整合, 柱状图, Matlab, 描述性统计, 图像分析, 数据处理, 自然语言处理, 功能工程, 数据可视化

  • 状态:新
    状态:免费试用

    您将获得的技能: Prompt Engineering, Generative AI, Generative Model Architectures, OpenAI, Large Language Modeling, Artificial Intelligence and Machine Learning (AI/ML), Responsible AI, AI Personalization, Deep Learning, Feature Engineering, Open Source Technology, Data Processing, Application Deployment, Natural Language Processing, Machine Learning, Data Cleansing, Data Visualization, Database Systems

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