Python for Cybersecurity

  1. Digital Forensics and Incident Response
    1. Log Analysis and Correlation
      1. Log File Formats
        1. Windows Event Logs
          1. Syslog Format
            1. Apache Access Logs
              1. IIS Logs
                1. Firewall Logs
                2. Log Parsing Techniques
                  1. Regular Expression Usage
                    1. Structured Log Parsing
                      1. Timestamp Normalization
                      2. Event Correlation
                        1. Timeline Construction
                          1. Cross-Log Correlation
                            1. Anomaly Detection
                              1. Pattern Recognition
                            2. File System Forensics
                              1. File Metadata Analysis
                                1. MAC Time Analysis
                                  1. File Attribute Examination
                                    1. Hidden File Detection
                                    2. Disk Image Analysis
                                      1. Image Format Handling
                                        1. Partition Analysis
                                          1. File System Structure
                                          2. File Recovery Techniques
                                            1. Deleted File Recovery
                                              1. File Carving Methods
                                                1. Signature-Based Recovery
                                                2. Hash-Based Analysis
                                                  1. File Integrity Verification
                                                    1. Known File Filtering
                                                      1. Hash Database Creation
                                                    2. Memory Forensics
                                                      1. Memory Dump Analysis
                                                        1. Volatility Framework Integration
                                                          1. Memory Profile Selection
                                                            1. Process Analysis
                                                              1. Network Connection Analysis
                                                                1. Registry Analysis from Memory
                                                                2. Custom Volatility Plugin Development
                                                                  1. Plugin Architecture
                                                                    1. Memory Artifact Extraction
                                                                      1. Custom Analysis Techniques
                                                                    2. Windows Registry Forensics
                                                                      1. Registry Structure Understanding
                                                                        1. Registry Hive Analysis
                                                                          1. Key and Value Extraction
                                                                            1. Forensic Artifact Identification
                                                                              1. Timeline Analysis from Registry
                                                                              2. Network Forensics
                                                                                1. Packet Capture Analysis
                                                                                  1. Network Flow Analysis
                                                                                    1. Protocol Reconstruction
                                                                                      1. Evidence Extraction from Network Traffic