Anomaly Detection

Anomaly Detection is a data analysis process that identifies data points, events, or observations that deviate from the established norm or behavior. Coursera's Anomaly Detection catalogue schools you on the advanced techniques used to detect abnormal patterns or anomalies in data. You'll learn about different types of anomalies and the statistical techniques used to distinguish them, how to build predictive models for anomaly detection, and how to apply these models in various fields such as cybersecurity, finance, health, and many more. This skill will also equip you with the ability to use machine learning and AI for detecting anomalies, enhancing your capabilities as a data scientist, software engineer or any professional dealing with big data.
29credentials
1online degree
79courses

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Explore the Anomaly Detection Course Catalog

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Dimensionality Reduction, Data Analysis, Supervised Learning, Anomaly Detection, Machine Learning, Machine Learning Algorithms, Statistical Analysis, Unsupervised Learning, Data Mining, Analytics, Predictive Modeling, Regression Analysis, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Exploratory Data Analysis, Project Planning

  • Status: Free Trial

    Johns Hopkins University

    Skills you'll gain: Generative AI, Fraud detection, Feature Engineering, Cybersecurity, Cyber Security Strategy, Threat Modeling, Deep Learning, Anomaly Detection, Artificial Intelligence, Security Testing, Machine Learning Methods, Reinforcement Learning, Machine Learning

  • Status: Free Trial

    Skills you'll gain: Exploratory Data Analysis, Project Design, Data Mining, Ideation, Design Thinking, Data Analysis, Business Analytics, Analytics, Business Analysis, Sprint Planning, Unsupervised Learning, Case Studies, Anomaly Detection, Tree Maps

  • Status: Preview

    Skills you'll gain: Incident Response, Intrusion Detection and Prevention, Computer Security Incident Management, Incident Management, Threat Detection, Security Information and Event Management (SIEM), Automation, Event Monitoring, Cyber Threat Hunting, Continuous Monitoring, System Monitoring, Anomaly Detection, Cybersecurity, Data Analysis Software, Artificial Intelligence and Machine Learning (AI/ML)

  • Status: New

    Skills you'll gain: MITRE ATT&CK Framework, Cyber Threat Intelligence, Cyber Security Strategy, Cybersecurity, Threat Modeling, Cyber Attacks, Threat Detection, Responsible AI, Artificial Intelligence, Anomaly Detection, Innovation

  • Status: Free Trial

    Skills you'll gain: Responsible AI, Anomaly Detection, Computer Vision, Microsoft Azure, Data Ethics, Artificial Intelligence, Natural Language Processing, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning

  • Status: New
    Status: Free Trial

    Skills you'll gain: Unsupervised Learning, Anomaly Detection, Supervised Learning, Python Programming, Exploratory Data Analysis

  • Status: New

    Skills you'll gain: Security Information and Event Management (SIEM), Threat Detection, Microsoft Azure, Anomaly Detection, Cyber Threat Intelligence, Security Management, Application Deployment, Role-Based Access Control (RBAC), Incident Response, Query Languages

  • Status: Free Trial

    Skills you'll gain: Generative AI, Generative Model Architectures, System Monitoring, Data Ethics, Responsible AI, LLM Application, Cybersecurity, Artificial Intelligence, Prompt Engineering, Image Analysis, Threat Detection, Emerging Technologies, Anomaly Detection

  • Status: Free Trial

    Skills you'll gain: Precision Medicine, Energy and Utilities, Image Analysis, Medical Imaging, Artificial Intelligence, Electric Power Systems, Bioinformatics, Artificial Neural Networks, Deep Learning, Sustainable Technologies, Generative AI, Applied Machine Learning, Medical Science and Research, Predictive Modeling, Machine Learning, Molecular Biology, Anomaly Detection, Pharmaceuticals

  • Skills you'll gain: Fraud detection, Feature Engineering, Big Data, Anomaly Detection, Google Cloud Platform, Unsupervised Learning, Applied Machine Learning, Decision Tree Learning, Supervised Learning, Predictive Modeling, Machine Learning

  • Status: Preview

    Pontificia Universidad Católica del Perú

    Skills you'll gain: Business Analytics, Dimensionality Reduction, Data Processing, Analytics, Data Cleansing, Data Transformation, Anomaly Detection, Project Management Life Cycle, Business Analysis, Databases, R (Software), R Programming, Data Analysis, Data Quality, Data Science, Big Data, Exploratory Data Analysis, Statistical Programming, Supervised Learning, Software Installation