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: New
    Status: Free Trial

    Skills you'll gain: MITRE ATT&CK Framework, Kubernetes, Incident Response, Threat Detection, Intrusion Detection and Prevention, DevSecOps, Continuous Monitoring, Security Engineering, Security Controls, Infrastructure Security, Event Monitoring, System Monitoring, Containerization, Anomaly Detection, Docker (Software)

  • Status: Free Trial

    University of Colorado Boulder

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

  • Status: New
    Status: Free Trial

    Skills you'll gain: Penetration Testing, Cybersecurity, Anomaly Detection, Cyber Engineering, Cyber Operations, Cyber Threat Intelligence, Threat Detection, Security Awareness, Network Analysis, Generative AI, Prompt Engineering, Email Security, Machine Learning

  • Status: New
    Status: Free Trial

    Skills you'll gain: 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

  • Status: Preview

    Skills you'll gain: Generative AI, Large Language Modeling, Data Ethics, LLM Application, Prompt Engineering, Responsible AI, Feature Engineering, Artificial Intelligence, Anomaly Detection, Data Synthesis, Information Privacy

  • Status: Free Trial

    Skills you'll gain: Intrusion Detection and Prevention, Threat Detection, Endpoint Detection and Response, Distributed Denial-Of-Service (DDoS) Attacks, Threat Management, Anomaly Detection, Continuous Monitoring, System Monitoring, Virtual Machines, Network Security, Event Monitoring, Network Monitoring, Network Analysis

  • Status: Preview

    Skills you'll gain: Incident Response, Security Information and Event Management (SIEM), Computer Security Incident Management, Data Security, Cybersecurity, Crisis Management, Cyber Threat Intelligence, Security Awareness, Email Security, Network Security, Data Science, Data Processing, Anomaly Detection, Malware Protection, Time Series Analysis and Forecasting, Authentications

  • Status: Free Trial

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

  • Status: Free Trial

    Skills you'll gain: Computer Vision, Anomaly Detection, Image Analysis, Matlab, Deep Learning, Artificial Neural Networks, Unsupervised Learning, Application Deployment, PyTorch (Machine Learning Library), Data Visualization, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Data Synthesis, Performance Tuning, Data Analysis, Classification And Regression Tree (CART), Data Validation, Medical Imaging

  • Status: Free Trial

    Skills you'll gain: Anomaly Detection, Manufacturing Processes, Data Collection, Analytics, Data Storage, Manufacturing Operations, Process Engineering, Systems Engineering, Industrial Engineering, Analysis, Data Cleansing, Digital Transformation, Big Data, Computing Platforms

  • Status: Free Trial

    Skills you'll gain: Image Analysis, Image Quality, Matlab, Computer Vision, Automation, Anomaly Detection, Spatial Data Analysis, Data Processing, Engineering Practices, Water Sustainability, Medical Imaging, Spatial Analysis, Data Manipulation, Exploratory Data Analysis, Histogram, Quantitative Research, Data Analysis Software, Analysis, Data Import/Export, Algorithms

  • 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