Anomaly Detection

异常检测是一种数据分析过程，用于识别偏离既定规范或行为的数据点、事件或观察结果。Coursera 的异常检测目录让您学习用于检测数据中异常模式或异常现象的先进技术。您将了解不同类型的异常和用于区分异常的统计技术，如何建立异常检测的预测模型，以及如何将这些模型应用于网络安全、金融、健康等各个领域。这项技能还将使您具备使用 Machine Learning 和 AI 检测异常的能力，增强您作为数据科学家、软件工程师或任何处理 Big Data 的专业人员的能力。
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探索异常检测课程目录

  • 状态：新
    状态：免费试用

    Coursera

    您将获得的技能: Supervised Learning, Unsupervised Learning, Time Series Analysis and Forecasting, Applied Machine Learning, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Forecasting, Data Processing, Anomaly Detection, Data Manipulation, Regression Analysis, Statistical Modeling, Data Transformation, Data Cleansing

    中级 · 课程 · 1-4 周

  • Coursera Project Network

    您将获得的技能: Anomaly Detection, Jupyter, Exploratory Data Analysis, Application Deployment, Unsupervised Learning, Data Visualization, Applied Machine Learning, Machine Learning Methods, Data Presentation, Machine Learning

    3.8
    评分, 3.8 星，最高 5 星
    18 条评论

    中级 · 指导项目 · 不超过 2 小时

  • 状态：免费试用

    Johns Hopkins University

    您将获得的技能: Anomaly Detection, Intrusion Detection and Prevention, Malware Protection, Continuous Monitoring, Threat Detection, Network Analysis, Cybersecurity, System Design and Implementation, Network Security, Machine Learning Software, Machine Learning Methods, Performance Testing, Machine Learning Algorithms, Machine Learning, Supervised Learning, Microsoft Windows

    4.6
    评分, 4.6 星，最高 5 星
    14 条评论

    中级 · 课程 · 1-4 周

  • 状态：新
    状态：免费试用

    Macquarie University

    您将获得的技能: Mobile Security, Anomaly Detection, Criminal Investigation and Forensics, Cyber Security Strategy, Cyber Threat Intelligence, Threat Detection, Investigation, Cyber Attacks, File Systems, Intrusion Detection and Prevention, Fraud detection, Mobile Development, Cybersecurity, Applied Machine Learning, Malware Protection, Cyber Security Policies, Apple iOS, Threat Modeling, Artificial Intelligence and Machine Learning (AI/ML), Data Security

    4.5
    评分, 4.5 星，最高 5 星
    15 条评论

    中级 · 专项课程 · 3-6 个月

  • Google Cloud

    您将获得的技能: Application Deployment, Image Analysis, Google Cloud Platform, Computer Vision, Anomaly Detection, Applied Machine Learning, MLOps (Machine Learning Operations), Predictive Analytics

    初级 · 项目 · 不超过 2 小时

  • 状态：预览

    Coursera Instructor Network

    您将获得的技能: Fraud detection, Generative AI, Generative Model Architectures, Responsible AI, Regulatory Requirements, Compliance Management, Governance, Business Risk Management, Risk Management, Data Ethics, Anomaly Detection, Artificial Intelligence, Forecasting

    4.4
    评分, 4.4 星，最高 5 星
    32 条评论

    中级 · 课程 · 1-4 周

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  • 状态：免费试用

    DeepLearning.AI

    您将获得的技能: 数据伦理, 监督学习, 机器学习, Algorithm, 人工智能和机器学习（AI/ML）, 人工智能, 强化学习, 降维, 无监督学习, 应用机器学习, 深度学习, 异常检测

    4.9
    评分, 4.9 星，最高 5 星
    5230 条评论

    初级 · 课程 · 1-4 周

  • 状态：预览

    Coursera Instructor Network

    您将获得的技能: Anomaly Detection, Fraud detection, Data Visualization, Generative AI, Risk Management, ChatGPT, Data Synthesis, Compliance Management, Unsupervised Learning, Test Data, Data Pipelines, Automation, Predictive Analytics, Artificial Intelligence

    中级 · 课程 · 1-4 周

  • 状态：新
    状态：免费试用

    IBM

    您将获得的技能: Threat Detection, Penetration Testing, Exploit development, Cyber Threat Intelligence, Threat Management, Linux Administration, Incident Response, Vulnerability Scanning, Cyber Security Assessment, Vulnerability Management, Vulnerability Assessments, Cybersecurity, Network Security, Network Monitoring, Bash (Scripting Language), Network Troubleshooting, Anomaly Detection, Cyber Attacks, Computer Security, Network Analysis

    4.6
    评分, 4.6 星，最高 5 星
    96 条评论

    中级 · 专业证书 · 3-6 个月

  • 状态：免费试用

    Johns Hopkins University

    您将获得的技能: Intrusion Detection and Prevention, Incident Response, Threat Detection, Endpoint Detection and Response, Computer Security Incident Management, Cyber Threat Intelligence, Distributed Denial-Of-Service (DDoS) Attacks, Anomaly Detection, Cybersecurity, Cyber Security Strategy, Threat Management, Continuous Monitoring, System Monitoring, Virtual Machines, Network Security, Event Monitoring, Network Monitoring, Applied Machine Learning, Network Analysis, Data Analysis

    中级 · 专项课程 · 3-6 个月

  • 状态：新
    状态：免费试用

    Microsoft

    您将获得的技能: Microsoft Copilot, Prompt Engineering, Customer Insights, Sales Strategy, Customer Analysis, Competitive Analysis, Sales Pipelines, Microsoft 365, Persona Development, Data Cleansing, Sales Management, Data Quality, Sales, Customer Relationship Management (CRM) Software, Anomaly Detection, Data Ethics, Generative AI, Marketing Analytics, Marketing Design, Marketing Automation

    4.6
    评分, 4.6 星，最高 5 星
    62 条评论

    初级 · 专项课程 · 3-6 个月

  • 状态：新
    状态：免费试用

    Macquarie University

    您将获得的技能: Responsible AI, Information Privacy, Personally Identifiable Information, Data Security, Threat Detection, Anomaly Detection, Threat Modeling, Cyber Security Strategy, Security Controls, Cyber Threat Hunting, Cybersecurity, Cyber Risk, Security Strategy, Cyber Governance, Security Awareness, Artificial Intelligence and Machine Learning (AI/ML), Security Management, Security Software, AI Product Strategy, Generative AI

    4.2
    评分, 4.2 星，最高 5 星
    9 条评论

    初级 · 专项课程 · 3-6 个月

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主要合作伙伴

  • Microsoft
  • Johns Hopkins University
  • University of Colorado Boulder
  • EDUCBA
  • Google Cloud
  • MathWorks
  • Packt
  • IBM