SEC587: Advanced Open-Source Intelligence (OSINT) Gathering and Analysis Expert - Led Video Course
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1. Introduction to Advanced OSINT
1.1 Defining OSINT in Modern Threat Landscapes
1.2 Historical Evolution of OSINT
1.3 The OSINT Life Cycle
1.4 Legal and Ethical Considerations
1.5 OSINT vs Other Intelligence Disciplines
1.6 Types of OSINT Sources
1.7 OSINT in Cybersecurity
1.8 Tools Overview (2024 Edition)
1.9 Common OSINT Myths
1.10 Decimals in Data Measurement and Reporting
2. OSINT Planning and Methodologies
2.1 Setting Clear Intelligence Objectives
2.2 Creating an OSINT Collection Plan
2.3 Defining Key Intelligence Requirements (KIRs)
2.4 OSINT Collection Frameworks
2.5 Task Prioritization Techniques
2.6 Workflow Automation Basics
2.7 Documenting the OSINT Process
2.8 Risk Management in OSINT
2.9 Case Study: Planning OSINT for Incident Response
2.10 Decimals in Project Time Estimation
3. Internet Infrastructure Fundamentals
3.1 Domain Name System (DNS) Analysis
3.2 IP Address Geolocation
3.3 WHOIS and RDAP Data
3.4 Subdomain Enumeration
3.5 SSL Certificate Intelligence
3.6 Reverse DNS Lookups
3.7 ASN (Autonomous System Number) Tracking
3.8 Shodan and Censys for Device Discovery
3.9 Passive vs Active Reconnaissance
3.10 Decimals in IP Addressing (IPv4/IPv6)
4. Search Engine Mastery
4.1 Deep and Dark Web Search Engines
4.2 Advanced Google Dorking Techniques
4.3 Bing and Alternative Search Engines
4.4 Metadata Extraction from Search Results
4.5 Filtering and Scripting Search Queries
4.6 Search Engine Caching
4.7 Language and Locale Targeting
4.8 Reverse Image Search Techniques
4.9 Search Engine Indexing Analysis
4.10 Decimals in Search Result Ranking
5. Social Media Intelligence (SOCMINT) Overview
5.1 Major Social Media Platforms Analysis
5.2 Privacy Settings and Data Leakage
5.3 Username and Handle Enumeration
5.4 Location Tracking via Social Media
5.5 Hashtag and Keyword Analytics
5.6 Social Network Mapping
5.7 Fake Account Identification
5.8 Platform-Specific Collection Tools
5.9 Social Media API Exploration
5.10 Decimals in Engagement Metrics
6. Facebook OSINT Techniques
6.1 Profile and Page Investigations
6.2 Group and Event Analysis
6.3 Friend List Enumeration
6.4 Post and Comment Scraping
6.5 Facebook Graph Search
6.6 Photo and Video Metadata
6.7 Facebook Marketplace Intelligence
6.8 Facebook Ads Transparency
6.9 Timeline Analysis
6.10 Decimals in Post Frequency Analysis
7. Twitter and X Intelligence
7.1 Advanced Search Filters
7.2 Tweet Timeline Extraction
7.3 Follower and Following Analysis
7.4 Hashtag Campaign Monitoring
7.5 Geotagged Tweet Mapping
7.6 Bot and Troll Detection
7.7 Twitter API Usage
7.8 List and Space Analysis
7.9 Deleted Tweet Recovery
7.10 Decimals in Tweet Analytics
8. LinkedIn and Professional Networks
8.1 Profile Enumeration
8.2 Company Page Analysis
8.3 Employee List Extraction
8.4 Skill and Endorsement Mapping
8.5 Group and Event Intelligence
8.6 LinkedIn Search Operators
8.7 Job Posting Intelligence
8.8 Hidden Connections Discovery
8.9 LinkedIn Automation Tools
8.10 Decimals in Professional Connections Metrics
9. Instagram and Visual OSINT
9.1 Public Profile Scraping
9.2 Story and Reel Analysis
9.3 Follower and Like Analytics
9.4 Hashtag and Location Tagging
9.5 Image Metadata Extraction
9.6 Instagram Direct Investigation
9.7 Visual Pattern Recognition
9.8 Influencer Tracking
9.9 Instagram Graph API
9.10 Decimals in Engagement Rate Calculations
10. Dark Web and Deep Web OSINT
10.1 Tor and I2P Browser Fundamentals
10.2 Onion Domain Enumeration
10.3 Dark Web Search Engines
10.4 Marketplaces and Forums
10.5 Cryptocurrency Tracking
10.6 Dark Web Language Analysis
10.7 Threat Actor Profiling
10.8 Paste Sites and Data Dumps
10.9 Dark Web Monitoring Tools
10.10 Decimals in Cryptocurrency Transactions
11. Image and Video Intelligence
11.1 EXIF and Metadata Analysis
11.2 Reverse Image Search (TinEye, Yandex)
11.3 Deepfake Detection
11.4 Geolocation from Visuals
11.5 Contextual Clues in Media
11.6 Image Hashing Techniques
11.7 Video Frame Analysis
11.8 Steganography Uncovering
11.9 Visual Forensics Tools
11.10 Decimals in Image Resolution and Frame Rates
12. Geospatial Intelligence (GEOINT)
12.1 Google Earth and Maps OSINT
12.2 Satellite Image Analysis
12.3 Geotagged Social Media Posts
12.4 OpenStreetMap Investigations
12.5 GIS Tools for OSINT
12.6 Heatmap Generation
12.7 Real-time Event Mapping
12.8 Address and Location Verification
12.9 Drone and Aerial Imagery
12.10 Decimals in Latitude and Longitude Precision
13. Email OSINT Techniques
13.1 Email Address Enumeration
13.2 Email Breach Lookups
13.3 MX and SPF Record Analysis
13.4 Email Header Dissection
13.5 Phishing Campaign Tracking
13.6 Disposable Email Detection
13.7 Social Media Cross-Referencing
13.8 Email Verification Tools
13.9 Email Content Analysis
13.10 Decimals in Spam Score Metrics
14. Phone Number Intelligence
14.1 Carrier and Region Identification
14.2 VoIP vs Landline Analysis
14.3 SMS and Messaging App OSINT
14.4 Phone Number Breach Checks
14.5 Social Media Ties
14.6 Threat Actor Phone Patterns
14.7 Reverse Phone Lookup
14.8 Call Detail Record Analysis
14.9 Tracking Disposable Numbers
14.10 Decimals in Call Frequency Analysis
15. People and Identity Research
15.1 Public Records Search
15.2 Identity Correlation Techniques
15.3 Data Broker Websites
15.4 Background Check Tools
15.5 Family and Relationship Mapping
15.6 Employment and Education Verification
15.7 Alias and Nickname Discovery
15.8 Age and Birthdate Analysis
15.9 Address History Investigation
15.10 Decimals in Demographic Analysis
16. Company and Organization OSINT
16.1 Business Registry Searches
16.2 Financial Statement Analysis
16.3 Leadership and Board Member Tracking
16.4 Supply Chain Mapping
16.5 Partnerships and Affiliations
16.6 Insider Threat Detection
16.7 Company Website Footprinting
16.8 Press Release and News Monitoring
16.9 Job Posting Intelligence
16.10 Decimals in Market Share Calculations
17. Data Leak and Breach Analysis
17.1 Data Breach Aggregators
17.2 Pastebin and Leak Forums
17.3 Credential Stuffing Tools
17.4 Password Hash Cracking
17.5 Email and Username Cross-Referencing
17.6 Breach Notification Services
17.7 Analyzing Large Data Dumps
17.8 Leak Source Attribution
17.9 Dark Web Data Leak Monitoring
17.10 Decimals in Data Set Sizes
18. Metadata and Document Intelligence
18.1 EXIF, IPTC, and XMP Standards
18.2 PDF and Office Metadata Extraction
18.3 Hidden Data in Documents
18.4 Document Property Analysis
18.5 File Hashing and Integrity
18.6 Document Timestamps
18.7 Watermark and Author Information
18.8 Document Version Comparison
18.9 Language and Style Analysis
18.10 Decimals in File Size and Word Count
19. News and Media Monitoring
19.1 News Aggregator Tools
19.2 RSS Feed Collection
19.3 Media Bias and Fact-Checking
19.4 Event Timeline Construction
19.5 Journalist and Blogger Tracking
19.6 Press Release Intelligence
19.7 Multimedia Content Analysis
19.8 Viral News Pattern Recognition
19.9 Archiving News Content
19.10 Decimals in Sentiment Analysis Scores
20. Forums and Online Communities
20.1 Identifying and Accessing Forums
20.2 User Profile and Post Analysis
20.3 Thread and Topic Monitoring
20.4 Niche Community Enumeration
20.5 Forum Search Techniques
20.6 Hidden and Invite-Only Boards
20.7 Language and Slang Analysis
20.8 Forum Data Extraction Tools
20.9 Moderator and Admin Profiling
20.10 Decimals in Post Volume Metrics
21. Advanced Web Scraping
21.1 Scraping with Python (BeautifulSoup/Scrapy)
21.2 JavaScript-Heavy Websites
21.3 Anti-Bot Evasion Techniques
21.4 CAPTCHA and Rate Limiting
21.5 Data Cleaning and Normalization
21.6 Large-Scale Data Collection
21.7 API vs Manual Scraping
21.8 Headless Browsers
21.9 Data Storage and Management
21.10 Decimals in Data Sampling and Pagination
22. Automation in OSINT
22.1 Scripting OSINT Tasks
22.2 OSINT Automation Frameworks
22.3 Scheduling Automated Collections
22.4 Workflow Orchestration Tools
22.5 Monitoring for Data Changes
22.6 Alerting Systems
22.7 Error Handling and Logging
22.8 Bulk Data Processing
22.9 Integration with Other Security Tools
22.10 Decimals in Automation Timing and Frequency
23. OSINT Toolkits and Platforms
23.1 Maltego
23.2 SpiderFoot
23.3 TheHarvester
23.4 Recon-ng
23.5 Intelligence X
23.6 OSINT Framework
23.7 OpenCTI
23.8 Lampyre
23.9 Custom Tool Development
23.10 Decimals in Tool Performance Benchmarks
24. Language and Translation in OSINT
24.1 Multilingual Search Strategies
24.2 Machine Translation Tools
24.3 Detecting Language and Locale
24.4 Transliteration Challenges
24.5 NLP for OSINT
24.6 Slang and Code Word Identification
24.7 Regional News and Social Media
24.8 Cross-language Information Correlation
24.9 Automation of Language Processing
24.10 Decimals in Translation Accuracy
25. Threat Actor Profiling
25.1 Attribution Techniques
25.2 Behavioral Pattern Analysis
25.3 Online Alias Tracking
25.4 Social Network Mapping
25.5 Language and Time Zone Analysis
25.6 Motivations and Objectives
25.7 Historical Activity Timeline
25.8 Infrastructure and Resource Mapping
25.9 Threat Group Taxonomies
25.10 Decimals in Threat Activity Metrics
26. Fake News and Disinformation Detection
26.1 Source Reliability Scoring
26.2 Fact-Checking Workflows
26.3 Deepfake and Manipulated Content
26.4 Social Media Bot Detection
26.5 Viral Misinformation Patterns
26.6 Sentiment and Emotion Analysis
26.7 Keyword and Hashtag Tracking
26.8 Disinformation Campaign Mapping
26.9 Cross-referencing Multiple Sources
26.10 Decimals in Misinformation Spread Rates
27. Fraud and Scam Investigations
27.1 Phishing Campaign Analysis
27.2 Scam Website Identification
27.3 Social Engineering Tactics
27.4 Money Mule Network Mapping
27.5 Investment Fraud Patterns
27.6 Romance Scam Detection
27.7 Fake Charity Exposure
27.8 Scam Reporting Platforms
27.9 Cryptocurrency Scam Tracking
27.10 Decimals in Loss and Victim Count Statistics
28. Mobile OSINT
28.1 Mobile App Data Collection
28.2 Location Tracking via Mobile
28.3 App Store Intelligence
28.4 Mobile Device Fingerprinting
28.5 Messaging App OSINT
28.6 SIM Card Analysis
28.7 Mobile Malware Indicators
28.8 Bluetooth and Wi-Fi OSINT
28.9 Mobile Forensics Tools
28.10 Decimals in Mobile Device Metrics
29. Data Correlation and Link Analysis
29.1 Entity Relationship Mapping
29.2 Graph Theory Fundamentals
29.3 Link Analysis Tools
29.4 Visualizing Connections
29.5 Pattern Recognition Techniques
29.6 Clustering and Community Detection
29.7 Timeline Synchronization
29.8 Cross-Source Data Validation
29.9 Anomaly Detection
29.10 Decimals in Graph Centrality Metrics
30. Reporting and Intelligence Sharing
30.1 Writing Effective OSINT Reports
30.2 Visualizing OSINT Data
30.3 Executive Summary Techniques
30.4 Evidence and Source Documentation
30.5 Report Templates and Standards
30.6 Sharing Intelligence with Stakeholders
30.7 Secure Communication Channels
30.8 Redaction and Privacy Considerations
30.9 Feedback and Iteration
30.10 Decimals in Report Quality Metrics
31. Counter-OSINT and Operational Security (OPSEC)
31.1 Digital Footprint Reduction
31.2 Anonymity Best Practices
31.3 Secure Browsing and VPN Usage
31.4 Anti-tracking Techniques
31.5 Burner Accounts and Devices
31.6 Metadata Sanitization
31.7 Secure Storage and Deletion
31.8 Red Team OPSEC for OSINT
31.9 Monitoring for Self-Exposure
31.10 Decimals in OPSEC Effectiveness Measurement
32. Legal, Regulatory, and Ethical Issues
32.1 International OSINT Laws
32.2 GDPR and Data Privacy
32.3 Copyright and Fair Use
32.4 Platform Terms of Service
32.5 Handling Sensitive Data
32.6 Chain of Custody
32.7 Testimony and Evidence Standards
32.8 Whistleblower Protection
32.9 Ethics in Investigations
32.10 Decimals in Compliance Risk Scoring
33. OSINT for Cyber Threat Intelligence
33.1 Indicator of Compromise (IOC) Collection
33.2 Threat Feed Aggregation
33.3 Malware and Phishing Tracking
33.4 Vulnerability Intelligence
33.5 Infrastructure Discovery
33.6 Threat Actor Tracking
33.7 TTP (Tactics, Techniques, Procedures) Analysis
33.8 Threat Intelligence Platforms
33.9 Incident Response Integration
33.10 Decimals in Threat Severity Scoring
34. OSINT for Physical Security
34.1 Site Reconnaissance via Open Sources
34.2 Security Camera and Sensor Mapping
34.3 Event and Protest Monitoring
34.4 Route and Travel Analysis
34.5 Facility Blueprint Discovery
34.6 Physical Perimeter Analysis
34.7 Geo-fencing and Alerting
34.8 Social Media for Physical Threats
34.9 Law Enforcement Intelligence
34.10 Decimals in Risk Assessment Scores
35. OSINT in Crisis Response
35.1 Disaster and Emergency Mapping
35.2 Real-time Social Media Monitoring
35.3 Critical Infrastructure Tracking
35.4 Missing Persons Investigations
35.5 Humanitarian Intelligence
35.6 Crowd-sourced Data Collection
35.7 Rumor and Panic Management
35.8 Coordination with NGOs
35.9 Timeline and Resource Allocation
35.10 Decimals in Crisis Event Metrics
36. OSINT for Insider Threat Detection
36.1 Employee Activity Monitoring
36.2 Anonymous Tip and Complaint Analysis
36.3 Social Network Mapping
36.4 Dark Web Employee Mentions
36.5 Financial and Lifestyle Analysis
36.6 Public Record Correlation
36.7 Psychometric Profiling
36.8 Security Policy Violations
36.9 Exit and Entry Behavior
36.10 Decimals in Insider Risk Indices
37. OSINT in Brand and Reputation Protection
37.1 Brand Mention Detection
37.2 Fake Product and Counterfeit Analysis
37.3 Negative Review Tracking
37.4 Intellectual Property Monitoring
37.5 Impersonation Account Discovery
37.6 Trademark Violation Detection
37.7 Crisis Communication Monitoring
37.8 Social Media Sentiment Analysis
37.9 News and Blog Coverage
37.10 Decimals in Reputation Score Algorithms
38. OSINT for Vulnerability Assessment
38.1 Publicly Exposed Assets Discovery
38.2 CVE and Exploit Tracking
38.3 Unpatched Software Enumeration
38.4 Configuration Leak Detection
38.5 Shadow IT Discovery
38.6 Vulnerability Intelligence Feeds
38.7 Asset Ownership Attribution
38.8 Patch Timeline Analysis
38.9 Breach Likelihood Estimation
38.10 Decimals in Vulnerability Scoring (CVSS)
39. OSINT for Law Enforcement and Investigations
39.1 Criminal Network Mapping
39.2 Missing Persons and Fugitive Tracking
39.3 Fraud and Scam Busts
39.4 Evidence Collection and Preservation
39.5 Social Media Recon for Cases
39.6 Digital Forensics Integration
39.7 Victim and Witness Profiling
39.8 Cross-jurisdiction Collaboration
39.9 Court-admissible OSINT
39.10 Decimals in Case Closure Rates
40. Advanced Case Studies in OSINT
40.1 Nation-State Actor Investigations
40.2 Major Data Breach Analysis
40.3 High-profile Scam Takedowns
40.4 Social Engineering Case Reviews
40.5 Insider Threat Incidents
40.6 Brand Protection Success Stories
40.7 Crisis Response Operations
40.8 Physical Reconnaissance Cases
40.9 Disinformation Campaign Unveiling
40.10 Decimals in Success Metrics
41. Machine Learning and AI in OSINT
41.1 Automated Content Classification
41.2 Entity Recognition and Extraction
41.3 Social Bot Detection
41.4 Sentiment Analysis Models
41.5 Image and Video Recognition
41.6 Natural Language Processing
41.7 Predictive Intelligence
41.8 Anomaly and Outlier Detection
41.9 Model Training and Validation
41.10 Decimals in Model Accuracy and Precision
42. Custom OSINT Tool Development
42.1 Programming Languages for OSINT
42.2 API Integration
42.3 Data Parsing Libraries
42.4 Web Automation Tools
42.5 GUI vs CLI Tools
42.6 Packaging and Distribution
42.7 Open Source Licensing
42.8 Community Contribution
42.9 Bug Tracking and Updates
42.10 Decimals in Code Efficiency
43. Big Data and OSINT
43.1 Data Lake and Warehouse Concepts
43.2 Distributed Data Processing
43.3 Handling Unstructured Data
43.4 Data De-duplication
43.5 Scalable OSINT Architectures
43.6 Data Visualization at Scale
43.7 Privacy and Security in Big Data
43.8 Automated Pattern Detection
43.9 Storage and Retrieval Optimization
43.10 Decimals in Data Volume and Velocity
44. OSINT for Penetration Testing and Red Teaming
44.1 Pre-engagement Reconnaissance
44.2 Social Engineering Payloads
44.3 Target Profile Compilation
44.4 Attack Surface Mapping
44.5 Phishing Campaign Setup
44.6 Physical Pen Test OSINT
44.7 Third-party Risk Analysis
44.8 Reporting for Red Teams
44.9 Blue Team Countermeasures
44.10 Decimals in Attack Success Probability
45. Cross-border and Multinational OSINT
45.1 International Domain and IP Research
45.2 Language and Cultural Barriers
45.3 Regional Social Media Platforms
45.4 Legal and Regulatory Differences
45.5 Time Zone Coordination
45.6 Translation and Transcription Services
45.7 Cross-border Data Sharing
45.8 International News Sources
45.9 Multinational Threat Groups
45.10 Decimals in Jurisdictional Risk Metrics
46. Threat Hunting with OSINT
46.1 Proactive Threat Search
46.2 Indicators of Attack (IOA)
46.3 Adversary Infrastructure Mapping
46.4 Community Intelligence Sharing
46.5 Threat Actor TTPs
46.6 Hunt Team Collaboration
46.7 Historical Threat Data Analysis
46.8 Integrating OSINT with SIEM
46.9 Incident Containment Support
46.10 Decimals in Threat Hunt Coverage
47. OSINT for Blue Teams
47.1 Defensive Reconnaissance
47.2 Attack Surface Reduction
47.3 Employee Security Awareness
47.4 Monitoring for Early Indicators
47.5 Threat Modeling
47.6 Incident Response Playbooks
47.7 Integrating OSINT with SOC
47.8 Blue Team Automation
47.9 Metrics and KPIs
47.10 Decimals in Mean Time to Detect (MTTD)
48. Emerging Trends in OSINT
48.1 Blockchain OSINT
48.2 IoT Device Intelligence
48.3 AI-generated Content
48.4 Privacy Enhancing Technologies
48.5 OSINT for Quantum Computing Risks
48.6 Mobile Payment Intelligence
48.7 Global Data Regulations
48.8 Crowd-sourced OSINT Platforms
48.9 OSINT in Space Technologies
48.10 Decimals in Trend Analysis
49. OSINT Challenges and CTFs
49.1 Capture the Flag (CTF) Basics
49.2 Famous OSINT CTFs
49.3 Real-life Challenge Walkthroughs
49.4 CTF Tools and Strategies
49.5 Teamwork and Collaboration
49.6 Scoring and Time Management
49.7 CTF Platform Design
49.8 Learning from CTFs
49.9 Hosting Your Own OSINT CTF
49.10 Decimals in CTF Scoring Systems
50. Final Project and Course Wrap-Up
50.1 Project Planning and Scope
50.2 Data Collection and Management
50.3 Analysis and Correlation
50.4 Report Writing and Presentation
50.5 Peer Review and Feedback
50.6 Lessons Learned
50.7 Continuing Education in OSINT
50.8 Career Paths and Certifications
50.9 Final Q&A
50.10 Decimals in Project Grading Rubrics