Udemy AI Driven Cybersecurity Automation BOOKWARE-LBWx

		LBW - Learning By Watching
source: https://www.udemy.com/course/ai-driven-cybersecurity-automation/
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527M	Chapter_1-Why_Security_Automation_needs_AI
108M	Chapter_1-Why_Security_Automation_needs_AI/1 11 The Problem with Manual Cyber Defense.mp4
76M	Chapter_1-Why_Security_Automation_needs_AI/2 12 Why Rule-Based Automation Breaks.mp4
91M	Chapter_1-Why_Security_Automation_needs_AI/3 13 AI as a Decision Engine (Not Just Detection).mp4
75M	Chapter_1-Why_Security_Automation_needs_AI/4 14 Security Automation vs Orchestration.mp4
65M	Chapter_1-Why_Security_Automation_needs_AI/5 15 Where Humans Should Stay in the Loop.mp4
58M	Chapter_1-Why_Security_Automation_needs_AI/6 16 Automation Failure Case Studies.mp4
57M	Chapter_1-Why_Security_Automation_needs_AI/7 17 Mapping Security Tasks to Automation Potential.mp4
370M	Chapter_10-Risks_or_Over_Automation
64M	Chapter_10-Risks_or_Over_Automation/64 101 When Automation Goes Wrong.mp4
72M	Chapter_10-Risks_or_Over_Automation/65 102 Automation Blind Spots.mp4
63M	Chapter_10-Risks_or_Over_Automation/66 103 Feedback Loops & Cascade Failures.mp4
55M	Chapter_10-Risks_or_Over_Automation/67 104 Adversarial Abuse of Automation.mp4
58M	Chapter_10-Risks_or_Over_Automation/68 105 Human-in-the-Loop Design.mp4
60M	Chapter_10-Risks_or_Over_Automation/69 106 Kill Switches & Rollback Systems.mp4
365M	Chapter_11-Securing_AI_Driven_Defense_Systems
75M	Chapter_11-Securing_AI_Driven_Defense_Systems/70 111 Attacks Against AI Security Systems.mp4
51M	Chapter_11-Securing_AI_Driven_Defense_Systems/71 112 Data Poisoning in Automation Pipelines.mp4
51M	Chapter_11-Securing_AI_Driven_Defense_Systems/72 113 Model Evasion Techniques.mp4
62M	Chapter_11-Securing_AI_Driven_Defense_Systems/73 114 Securing Training Data.mp4
61M	Chapter_11-Securing_AI_Driven_Defense_Systems/74 115 Monitoring AI Decisions.mp4
68M	Chapter_11-Securing_AI_Driven_Defense_Systems/75 116 Trust & Explainability in Defense AI.mp4
373M	Chapter_2-AI_Foundations_for_Security_Automation
56M	Chapter_2-AI_Foundations_for_Security_Automation/10 23 Supervised vs Unsupervised AI for Automation.mp4
45M	Chapter_2-AI_Foundations_for_Security_Automation/11 24 Confidence, Thresholds & Risk Scores.mp4
53M	Chapter_2-AI_Foundations_for_Security_Automation/12 25 Training AI for Operational Environments.mp4
56M	Chapter_2-AI_Foundations_for_Security_Automation/13 26 Why Perfect Accuracy Is Dangerous.mp4
53M	Chapter_2-AI_Foundations_for_Security_Automation/14 27 Practical Exercise Automation Decision Mapping.mp4
63M	Chapter_2-AI_Foundations_for_Security_Automation/8 21 How AI Makes Decisions.mp4
51M	Chapter_2-AI_Foundations_for_Security_Automation/9 22 Patterns vs Rules vs Learning.mp4
369M	Chapter_3-Automating_Threat_Detection
52M	Chapter_3-Automating_Threat_Detection/15 31 Traditional Detection Pipelines.mp4
49M	Chapter_3-Automating_Threat_Detection/16 32 AI-Driven Detection Pipelines.mp4
44M	Chapter_3-Automating_Threat_Detection/17 33 Event Correlation Using AI.mp4
62M	Chapter_3-Automating_Threat_Detection/18 34 Alert Deduplication & Suppression.mp4
58M	Chapter_3-Automating_Threat_Detection/19 35 AI-Based Severity Scoring.mp4
55M	Chapter_3-Automating_Threat_Detection/20 36 False Positive Reduction Strategies.mp4
52M	Chapter_3-Automating_Threat_Detection/21 37 Practical Lab Automated Alert Prioritization.mp4
417M	Chapter_4-Automating_Security_Monitoring
71M	Chapter_4-Automating_Security_Monitoring/22 41 Why Monitoring Doesn’t Scale.mp4
55M	Chapter_4-Automating_Security_Monitoring/23 42 AI-Driven Anomaly Detection.mp4
58M	Chapter_4-Automating_Security_Monitoring/24 43 Behavioral Baselines & Drift.mp4
65M	Chapter_4-Automating_Security_Monitoring/25 44 Continuous Monitoring with AI.mp4
63M	Chapter_4-Automating_Security_Monitoring/26 45 Context-Aware Monitoring.mp4
57M	Chapter_4-Automating_Security_Monitoring/27 46 Alert Escalation Automation.mp4
52M	Chapter_4-Automating_Security_Monitoring/28 47 Lab Self-Adjusting Monitoring Rules.mp4
407M	Chapter_5-SOC_Automation_with_AI
62M	Chapter_5-SOC_Automation_with_AI/29 51 Anatomy of a Modern SOC.mp4
58M	Chapter_5-SOC_Automation_with_AI/30 52 Where SOC Analysts Lose Time.mp4
56M	Chapter_5-SOC_Automation_with_AI/31 53 AI for Alert Triage.mp4
52M	Chapter_5-SOC_Automation_with_AI/32 54 Automated Case Creation & Enrichment.mp4
67M	Chapter_5-SOC_Automation_with_AI/33 55 Analyst Assistants vs Autonomous Agents.mp4
54M	Chapter_5-SOC_Automation_with_AI/34 56 Measuring SOC Automation Success.mp4
61M	Chapter_5-SOC_Automation_with_AI/35 57 Lab AI-Driven SOC Workflow.mp4
360M	Chapter_6-Automating_Incident_Response
56M	Chapter_6-Automating_Incident_Response/36 61 Incident Response Bottlenecks.mp4
45M	Chapter_6-Automating_Incident_Response/37 62 AI-Assisted Incident Classification.mp4
55M	Chapter_6-Automating_Incident_Response/38 63 Automated Evidence Collection.mp4
54M	Chapter_6-Automating_Incident_Response/39 64 Decision Trees vs AI Decisions.mp4
42M	Chapter_6-Automating_Incident_Response/40 65 Automated Containment Actions.mp4
60M	Chapter_6-Automating_Incident_Response/41 66 Rollback & Human Override.mp4
50M	Chapter_6-Automating_Incident_Response/42 67 Practical Simulation Automated IR Flow.mp4
572M	Chapter_7-AI_Driven_Defensive_Actions
59M	Chapter_7-AI_Driven_Defensive_Actions/43 71 From Detection to Defense.mp4
98M	Chapter_7-AI_Driven_Defensive_Actions/44 72 Automated Blocking & Isolation.mp4
78M	Chapter_7-AI_Driven_Defensive_Actions/45 73 Adaptive Firewall & Network Rules.mp4
78M	Chapter_7-AI_Driven_Defensive_Actions/46 74 Endpoint Containment Automation.mp4
84M	Chapter_7-AI_Driven_Defensive_Actions/47 75 Confidence-Based Defense Actions.mp4
88M	Chapter_7-AI_Driven_Defensive_Actions/48 76 Avoiding Self-Inflicted Outages.mp4
91M	Chapter_7-AI_Driven_Defensive_Actions/49 77 Lab Controlled Autonomous Defense.mp4
749M	Chapter_8-Automating_Cloud_and_Identity_Security
120M	Chapter_8-Automating_Cloud_and_Identity_Security/50 81 Why Cloud Security Must Be Automated.mp4
98M	Chapter_8-Automating_Cloud_and_Identity_Security/51 82 AI for IAM Abuse Detection.mp4
80M	Chapter_8-Automating_Cloud_and_Identity_Security/52 83 Automated Permission Risk Scoring.mp4
125M	Chapter_8-Automating_Cloud_and_Identity_Security/53 84 Cloud Misconfiguration Auto-Fixing.mp4
112M	Chapter_8-Automating_Cloud_and_Identity_Security/54 85 AI-Driven Access Revocation.mp4
98M	Chapter_8-Automating_Cloud_and_Identity_Security/55 86 Continuous Cloud Defense Loops.mp4
119M	Chapter_8-Automating_Cloud_and_Identity_Security/56 87 Lab AI-Based Cloud Security Automation.mp4
575M	Chapter_9-Network_and_Endpoint_Automation
104M	Chapter_9-Network_and_Endpoint_Automation/57 91 Network Security Automation Basics.mp4
92M	Chapter_9-Network_and_Endpoint_Automation/58 92 AI-Driven IDS & IPS.mp4
84M	Chapter_9-Network_and_Endpoint_Automation/59 93 Automated Lateral Movement Detection.mp4
82M	Chapter_9-Network_and_Endpoint_Automation/60 94 Endpoint Behavior Automation.mp4
85M	Chapter_9-Network_and_Endpoint_Automation/61 95 Deception & Moving Target Defense.mp4
67M	Chapter_9-Network_and_Endpoint_Automation/62 96 Automated Threat Containment.mp4
64M	Chapter_9-Network_and_Endpoint_Automation/63 97 Lab Network + Endpoint Automation.mp4
5.0G	total