Python for Cybersecurity

  1. Defensive Security and Automation
    1. Security Monitoring Systems
      1. File Integrity Monitoring
        1. Baseline Creation
          1. Change Detection
            1. Alert Generation
              1. False Positive Reduction
              2. Log Monitoring and Analysis
                1. Real-Time Log Processing
                  1. Anomaly Detection Algorithms
                    1. Threshold-Based Alerting
                      1. Machine Learning Integration
                      2. Intrusion Detection System Development
                        1. Signature-Based Detection
                          1. Anomaly-Based Detection
                            1. Hybrid Detection Approaches
                              1. Rule Engine Implementation
                            2. Security Operations Center (SOC) Automation
                              1. Alert Processing and Enrichment
                                1. Alert Normalization
                                  1. Threat Intelligence Integration
                                    1. Context Enrichment
                                      1. Priority Scoring
                                      2. SIEM Integration
                                        1. SIEM API Interaction
                                          1. Query Automation
                                            1. Dashboard Creation
                                              1. Report Generation
                                              2. Incident Response Automation
                                                1. Playbook Implementation
                                                  1. Automated Containment
                                                    1. Evidence Collection
                                                      1. Communication Automation
                                                    2. Threat Intelligence Processing
                                                      1. Threat Feed Consumption
                                                        1. API Integration
                                                          1. Feed Parsing
                                                            1. Data Normalization
                                                              1. Quality Assessment
                                                              2. STIX/TAXII Implementation
                                                                1. STIX Object Processing
                                                                  1. TAXII Server Interaction
                                                                    1. Indicator Extraction
                                                                      1. Relationship Analysis
                                                                      2. Indicator of Compromise (IOC) Management
                                                                        1. IOC Extraction
                                                                          1. IOC Validation
                                                                            1. IOC Distribution
                                                                              1. Automated Scanning

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                                                                          8. Digital Forensics and Incident Response

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                                                                          10. Cryptography and Security Protocols