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Udemy - Threat Hunting at Machine Speed - AI SecOps Bootcamp

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Udemy - Threat Hunting at Machine Speed - AI SecOps Bootcamp (Size: 935.2 MB)
  Bonus Resources.txt 102.4 B
  Get Bonus Downloads Here.url 204.8 B
  ~Get Your Files Here !
  1 - Introduction
  1 - Introduction.mp4 72.1 MB
  10 - Conclusion
  110 - Conclusion.mp4 84.3 MB
  2 - Module 1 Foundations, Local Environment Setup, and Initial Success
  10 - Lab 8 — Wrap Detection in a Test.html 33 KB
  11 - Lab 9 — Create the Initial Success Dashboard File.html 26.9 KB
  12 - Lab 10 — Initial Success Milestone Alert-to-Evidence Mini Pipeline.html 31.4 KB
  2 - Foundations, Local Environment Setup, and Initial Success.mp4 99.8 MB
  3 - Lab 1 — Build the SecOps Engineering Workstation.html 27.8 KB
  3 - Module 2 Telemetry and Data Engineering for Machine-Speed Detection
  13 - Telemetry and Data Engineering for Machine-Speed Detection.mp4 110.8 MB
  14 - Lab 11 — Add Schema Validation with Pydantic.html 28.6 KB
  15 - Lab 12 — Build an Event Replay Harness.html 32.5 KB
  16 - Lab 13 — Add IP Reputation Enrichment from a Local Feed.html 33.2 KB
  17 - Lab 14 — Add Geo and ASN Placeholder Enrichment.html 29.4 KB
  18 - Lab 15 — Add Event Deduplication.html 30.8 KB
  19 - Lab 16 — Create a Retention and Evidence Folder Policy.html 31.1 KB
  20 - Lab 17 — Add .gitignore for Safe Evidence Handling.html 28.7 KB
  21 - Lab 18 — Build an OpenSearch Bulk Export File.html 26.2 KB
  22 - Lab 19 — Add Pipeline Metrics.html 29.6 KB
  23 - Lab 20 — Data Engineering Milestone Replayable Telemetry Pipeline.html 33.5 KB
  4 - Module 3 Detection Engineering and Threat Hunting Logic
  24 - Detection Engineering and Threat Hunting Logic.mp4 90.6 MB
  25 - Lab 21 — Write a Sigma-Style Detection Rule.html 35.1 KB
  26 - Lab 22 — Convert Sigma-Style YAML into Local Python Logic.html 29.4 KB
  27 - Lab 23 — Add Detection Unit Tests for Sigma Logic.html 33.5 KB
  28 - Lab 24 — Map Detections to MITRE ATT&CK.html 40.2 KB
  29 - Lab 25 — Build an ATT&CK Coverage Report.html 35.1 KB
  30 - Lab 26 — Add YARA for File-Based Malware Pattern Practice.html 28.4 KB
  31 - Lab 27 — Build a YARA Scan Wrapper.html 29.5 KB
  32 - Lab 28 — Add Suricata-Style Network Detection Practice.html 31.2 KB
  33 - Lab 29 — Write an osquery-Style Hunt.html 33.5 KB
  34 - Lab 30 — Run the osquery-Style Hunt Against CSV Data.html 29.8 KB
  35 - Lab 31 — Create a Threat Hunting Hypothesis Template.html 36.1 KB
  36 - Lab 32 — Build a Brute-Force Hunt.html 25.8 KB
  37 - Lab 33 — Implement Time-Window Detection Logic.html 29.9 KB
  38 - Lab 34 — Detection Engineering Milestone Tested Multi-Signal Hunt Pack.html 32.4 KB
  5 - Module 4 AI-Assisted Hunting and Evidence Automation
  39 - AI-Assisted Hunting and Evidence Automation.mp4 86.3 MB
  40 - Lab 35 — Create a Local AI Triage Prompt Template.html 32.4 KB
  41 - Lab 36 — Build an Evidence Packet for AI Review.html 28.1 KB
  42 - Lab 37 — Add a Deterministic AI Output Schema.html 30 KB
  43 - Lab 38 — Simulate an AI Triage Response.html 33.1 KB
  44 - Lab 39 — Validate AI Triage Output.html 31.8 KB
  45 - Lab 40 — Build Retrieval by Simple Keyword Index.html 39.5 KB
  46 - Lab 41 — Generate Suggested Hunt Queries from Evidence.html 27.1 KB
  47 - Lab 42 — Add Query Safety Classification.html 35.2 KB
  48 - Lab 43 — Build a Lightweight Local Embedding Stub.html 31.1 KB
  49 - Lab 44 — Score Alert Priority with Simple Features.html 37.8 KB
  50 - Lab 45 — Add an AI Hallucination Guard.html 33.5 KB
  51 - Lab 46 — Build a Human Approval Gate for AI Recommendations.html 35.9 KB
  52 - Lab 47 — Evaluate AI Query Suggestions Against Expected Answers.html 36.4 KB
  53 - Lab 48 — Add Analyst Feedback Capture.html 35.8 KB
  54 - Lab 49 — AI-Assisted Hunting Milestone.html 39.2 KB
  6 - Module 5 SOAR, Case Management, and Automated Response
  55 - SOAR, Case Management, and Automated Response.mp4 93.2 MB
  56 - Lab 50 — Model a SOAR Playbook in YAML.html 34.3 KB
  57 - Lab 51 — Build a Playbook Runner Skeleton.html 29.5 KB
  58 - Lab 52 — Add Case Creation from Alerts.html 30.1 KB
  59 - Lab 53 — Add Cortex-Style Observable Enrichment.html 27 KB
  60 - Lab 54 — Attach Analyzer Results to a Case.html 27.6 KB
  61 - Lab 55 — Build a Notification Payload.html 32.5 KB
  62 - Lab 56 — Create a Response Action Registry.html 27 KB
  63 - Lab 57 — Simulate Safe Artifact Collection.html 31.3 KB
  64 - Lab 58 — Add Approval Enforcement for Response Actions.html 41.4 KB
  65 - Lab 59 — Simulate IP Blocklist Generation.html 36.1 KB
  66 - Lab 60 — Add Response Rollback Artifact.html 28.9 KB
  67 - Lab 61 — Build End-to-End SOAR Dry Run.html 26.4 KB
  68 - Lab 62 — Add SOAR Run Logs.html 41.1 KB
  69 - Lab 63 — Add SOAR Reliability Metrics.html 30.2 KB
  7 - Module 6 Production SecOps Platform Engineering
  71 - Production SecOps Platform Engineering.mp4 108.8 MB
  72 - Lab 65 — Containerize the SecOps API Skeleton.html 33 KB
  73 - Lab 66 — Expose Health API with Compose.html 28.1 KB
  74 - Lab 67 — Add an Alert Ingestion Endpoint.html 30.9 KB
  75 - Lab 68 — Add API Input Validation Tests.html 26.2 KB
  76 - Lab 69 — Create Kubernetes Kind Cluster.html 44 KB
  77 - Lab 70 — Deploy API to Kubernetes.html 25.1 KB
  78 - Lab 71 — Add Kubernetes Service and Port Forward.html 29.1 KB
  79 - Lab 72 — Add Kubernetes ConfigMap for Runtime Settings.html 43.7 KB
  8 - Module 7 Security, Reliability, Governance, and Compliance
  86 - Security, Reliability, Governance, and Compliance.mp4 75.3 MB
  87 - Lab 79 — Add Role-Based Access Model.html 54.5 KB
  88 - Lab 80 — Add Policy-as-Code with Rego-Style Rules.html 31.8 KB
  89 - Lab 81 — Test Policy Decisions.html 34.5 KB
  9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone
  100 - Lab 91 — Design a Sovereign Deployment Topology.html 33.6 KB
  101 - Lab 92 — Add Data Classification Labels.html 31.9 KB
  102 - Lab 93 — Build a Redaction Pipeline.html 36.3 KB
  103 - Lab 94 — Create Federated Indicator Sharing Bundle.html 32.5 KB
  104 - Lab 95 — Add Indicator Expiry and Decay.html 35.1 KB
  105 - Lab 96 — Add Decentralized Research Notes with Provenance.html 35.4 KB
  106 - Lab 97 — Package the Platform for Offline Transfer.html 35.3 KB
  107 - Lab 98 — Create Capstone Architecture Decision Records.html 39 KB
  108 - Lab 99 — Run Capstone Readiness Review.html 38.2 KB
  109 - Lab 100 — Capstone Sovereign AI-Powered SecOps and Automated Response Platform.html 52.2 KB
  99 - Sovereign Deployment, Decentralized Research, and Capstone.mp4 110.7 MB
  90 - Lab 82 — Generate an SBOM Placeholder.html 32.2 KB
  91 - Lab 83 — Add Container Image Scan Workflow Placeholder.html 32.3 KB
  92 - Lab 84 — Add Signed Release Notes Template.html 36.3 KB
  93 - Lab 85 — Create GDPR Breach Triage Checklist.html 37.7 KB
  94 - Lab 86 — Create DORA Operational Resilience Evidence Pack.html 44.5 KB
  95 - Lab 87 — Create AI Risk Register.html 37.1 KB
  96 - Lab 88 — Add Chaos Test for API Restart.html 31.8 KB
  97 - Lab 89 — Add Incident Postmortem Template.html 39.6 KB
  98 - Lab 90 — Governance and Reliability Milestone.html 44.8 KB
  80 - Lab 73 — Add Kubernetes Secret Handling.html 34 KB
  81 - Lab 74 — Add OpenTelemetry-Style Trace IDs.html 39.9 KB
  82 - Lab 75 — Add Readiness and Liveness Endpoints.html 34.1 KB
  83 - Lab 76 — Add Load Testing for Alert Ingestion.html 36.4 KB
  84 - Lab 77 — Add Backup and Restore for Evidence.html 33.8 KB
  85 - Lab 78 — Production Platform Milestone.html 44.8 KB
  70 - Lab 64 — SOAR Milestone Governed Alert-to-Response Dry Run.html 33.9 KB
  4 - Lab 2 — Create the Local Docker Compose Backbone.html 25.3 KB
  5 - Lab 3 — Add Makefile-Based Lab Automation.html 33.1 KB
  6 - Lab 4 — Create a Python Virtual Environment for SecOps Scripts.html 28.5 KB
  7 - Lab 5 — Generate First Synthetic Security Events.html 30.6 KB
  8 - Lab 6 — Normalize Events into a Common Schema.html 31.7 KB
  9 - Lab 7 — Build the First Rule-Based Detector.html 24.1 KB

Description


Threat Hunting at Machine Speed: AI SecOps Bootcamp
https://WebToolTip.com
Published 9/2026

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch

Language: English | Duration: 21h 39m | Size: 935.2 MB
From manual alert triage to a tested, governed pipeline — detection-as-code, evidence-bound AI, and gated SOAR.
What you'll learn

Engineer a replayable telemetry pipeline

Build detection-as-code across signal types

Govern AI in the SOC with real guardrails

Automate response the safe way

Operate SecOps like a production system

Prove reliability with metrics

Implement governance as code

Document compliance readiness

Design for sovereignty and federation

Deliver a capstone-grade Sovereign AI-Powered SecOps and Automated Response Platform
Requirements

Knowledge: Basic terminal comfort (navigating folders, running commands). No prior SOC, SIEM, or SOAR experience required — Module 1 builds everything from a bare workstation up. Basic Python reading ability helps (every lab script is short and explained) but isn't required. No prior Kubernetes, Docker, or CI/CD experience needed — Module 6 builds those skills from a local Kind cluster and Docker Compose. Software (all free/open-source): Docker and Docker Compose, Git, Python 3.12, make. kubectl and kind for the Module 6 Kubernetes labs — a lightweight local cluster, not a cloud account. Python packages installed via pip in Lab 4: FastAPI, Uvicorn, Pydantic, PyYAML, requests, pandas, scikit-learn, pytest — all free and open-source. Optional: YARA binary for Module 3 (a grep-based fallback is provided if you'd rather skip the install). Hardware: 10GB+ free disk space, 8GB+ RAM recommended (Docker containers plus an optional local Kubernetes cluster running concurrently). No cloud account, no real production SIEM, no real personal or customer data, and no paid AI API required — every lab uses synthetic telemetry and deterministic AI stubs so the entire AI-assisted workflow works without spending a cent on model calls.

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