[ WebToolTip.com ] Udemy - Machine Learning for Cybersecurity - AI Threat Detection
File List
- ~Get Your Files Here !/13 - Expose Threat Detection Through FastAPI/32 - Live Production Execution cURL Scoring, Automated Tests & Error Handling.mp4 79.1 MB
- ~Get Your Files Here !/16 - Performance, Model Security, and Responsible Use/38 - Model Integrity, Cryptographic Defense, and Threat Modeling.mp4 73.9 MB
- ~Get Your Files Here !/13 - Expose Threat Detection Through FastAPI/31 - REST API Architecture Pydantic Validation, Schemas & Model Caching.mp4 73.3 MB
- ~Get Your Files Here !/14 - Security Monitoring Dashboard/33 - Streamlit Reactive Loop, Caching Architecture & Layout Geometry.mp4 61.4 MB
- ~Get Your Files Here !/8 - Train, Evaluate and Save Isolation Forest/22 - Evaluation Against Unseen Anomalies, Threshold Tuning & Pickle Export.mp4 59.8 MB
- ~Get Your Files Here !/15 - Near-Real-Time Event Simulation & 41-Test Master Security Suite/36 - The 41-Test Master Security Suite & Golden Attack Verification.mp4 57.8 MB
- ~Get Your Files Here !/14 - Security Monitoring Dashboard/34 - Real-Time Telemetry Visualization, Triage Filters & AppTest Verification.mp4 56.2 MB
- ~Get Your Files Here !/8 - Train, Evaluate and Save Isolation Forest/21 - Training the Isolation Forest on Normal-Only Baselines.mp4 54.9 MB
- ~Get Your Files Here !/15 - Near-Real-Time Event Simulation & 41-Test Master Security Suite/35 - Near-Real-Time Event Simulation & Live Telemetry Streaming.mp4 54.2 MB
- ~Get Your Files Here !/2 - Set Up the Development Environment/3 - Virtual Environments, Dependency Pinning & Smoke Testing.mp4 49.6 MB
- ~Get Your Files Here !/12 - Design the Combined Risk Engine/30 - The 4-Tier Decision Matrix & Automated Reason Generation.mp4 48.6 MB
- ~Get Your Files Here !/7 - Isolation Forest Anomaly Detection Fundamentals/20 - Contamination Tuning, Anomaly Scoring & Wave Crest Mathematics.mp4 47.1 MB
- ~Get Your Files Here !/3 - Machine Learning Foundations for Security/4 - What Machine Learning Is (and Is Not) in Cybersecurity.mp4 44.5 MB
- ~Get Your Files Here !/9 - Random Forest Fundamentals/24 - Multi-Tree Voting & Supervised Attack Classification.mp4 44.4 MB
- ~Get Your Files Here !/2 - Set Up the Development Environment/2 - Environment Setup Native Linux & Windows WSL2.mp4 42.9 MB
- ~Get Your Files Here !/10 - Train, Evaluate and Save Random Forest/25 - Training Random Forest on Labeled Security Incidents.mp4 42.6 MB
- ~Get Your Files Here !/1 - Welcome and Project Preview/1 - Project Architecture & End-to-End Walkthrough.mp4 42.4 MB
- ~Get Your Files Here !/16 - Performance, Model Security, and Responsible Use/37 - End-to-End Performance Benchmarking, Costs, and Model Drift.mp4 42.1 MB
- ~Get Your Files Here !/11 - Compare the Models and Build the Prediction Pipeline/27 - Model Comparison When Isolation Forest Fails vs When Random Forest Fails.mp4 41.8 MB
- ~Get Your Files Here !/12 - Design the Combined Risk Engine/29 - Translating Raw Probability Floats into Actionable SOC Tiers.mp4 41.1 MB
- ~Get Your Files Here !/7 - Isolation Forest Anomaly Detection Fundamentals/19 - How Isolation Trees Partition Feature Space.mp4 39.2 MB
- ~Get Your Files Here !/9 - Random Forest Fundamentals/23 - Decision Trees, Bagging & Ensemble Decorrelation.mp4 38.0 MB
- ~Get Your Files Here !/3 - Machine Learning Foundations for Security/5 - Events, Features, Labels & Security-Specific Evaluation Metrics.mp4 37.2 MB
- ~Get Your Files Here !/17 - Final Capstone and System Demonstration/39 - Full System Reproduction, Git Discipline, Portfolio Packaging & Course Wrap-Up.mp4 36.5 MB
- ~Get Your Files Here !/11 - Compare the Models and Build the Prediction Pipeline/28 - The Unified ThreatDetector Class Vectorized Dual-Model Inference.mp4 34.2 MB
- ~Get Your Files Here !/10 - Train, Evaluate and Save Random Forest/26 - Precision-Recall Tradeoffs, Confusion Matrix & Model Persistence.mp4 30.8 MB
- ~Get Your Files Here !/6 - Data Preparation and Leakage Prevention/17 - Telemetry Inspection, Feature Decoupling, and Stratified Partitioning.mp4 29.9 MB
- ~Get Your Files Here !/4 - Cybersecurity Detection Concepts/9 - Base Rate Fallacy & False Positive Economics in the SOC.mp4 23.6 MB
- ~Get Your Files Here !/6 - Data Preparation and Leakage Prevention/18 - Zero-Leakage Feature Scaling and Pipeline Serialization.mp4 23.0 MB
- ~Get Your Files Here !/4 - Cybersecurity Detection Concepts/7 - The Anatomy of an Enterprise Security Event.mp4 20.6 MB
- ~Get Your Files Here !/4 - Cybersecurity Detection Concepts/8 - Threat Categories Brute Force, Exfiltration & Miners.mp4 20.3 MB
- ~Get Your Files Here !/4 - Cybersecurity Detection Concepts/10 - Alert Triage & Incident Attribution Workflows.mp4 19.9 MB
- ~Get Your Files Here !/4 - Cybersecurity Detection Concepts/6 - Signatures vs Behavioral Anomalies vs Machine Learning.mp4 19.8 MB
- ~Get Your Files Here !/18 - Code/ml-security/data/raw/KDDTrain+.txt 18.2 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/12 - Simulating Benign Background Workstation Behavior.mp4 13.6 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/11 - Designing the Synthetic Security Telemetry Schema.mp4 12.3 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/14 - Modeling Covert Data Exfiltration & Network Surges.mp4 11.7 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/16 - Data Quality Validation & Label Integrity Auditing.mp4 10.8 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/13 - Injecting Realistic Brute-Force Authentication Spikes.mp4 10.5 MB
- ~Get Your Files Here !/5 - Design and Generate the Security Dataset/15 - Reproducible Random Seed Management & CSV Generation.mp4 9.7 MB
- ~Get Your Files Here !/18 - Code/ml-security/models/isolation_forest.pkl 4.2 MB
- ~Get Your Files Here !/18 - Code/ml-security/data/raw/KDDTest+.txt 3.3 MB
- ~Get Your Files Here !/18 - Code/ml-security/models/random_forest.pkl 1.8 MB
- ~Get Your Files Here !/18 - Code/ml-security/data/raw/security_events.csv 411.1 KB
- ~Get Your Files Here !/18 - Code/ml-security/notebooks/random_forest_exploration.ipynb 100.0 KB
- ~Get Your Files Here !/18 - Code/ml-security/notebooks/isolation_forest_exploration.ipynb 64.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/notebooks/data_analysis.ipynb 45.0 KB
- ~Get Your Files Here !/6 - Data Preparation and Leakage Prevention/1 - Security Telemetry & Zero-Leakage Data Preparation Quiz.html 18.5 KB
- ~Get Your Files Here !/12 - Design the Combined Risk Engine/2 - Dual-Model ML & The 3x3 Risk Engine.html 18.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/notebooks/class_distribution.png 16.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/RUN-COMMANDS.txt 10.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/model_integrity.py 8.4 KB
- ~Get Your Files Here !/18 - Code/ml-security/README.txt 6.9 KB
- ~Get Your Files Here !/18 - Code/40 - Code.html 5.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/test_golden_events.py 5.0 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/generate_dataset.py 4.6 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/simulate.py 4.6 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/detector.py 4.5 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_detector.py 4.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/evaluate.py 3.6 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/preprocessing.py 3.5 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/isolation_forest_model.py 3.0 KB
- ~Get Your Files Here !/18 - Code/ml-security/dashboard/app.py 2.8 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_preprocessing.py 2.5 KB
- ~Get Your Files Here !/18 - Code/ml-security/api/main.py 2.5 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/config.py 2.4 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/random_forest_model.py 2.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/train.py 2.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_simulate.py 2.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/risk_engine.py 2.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_evaluate.py 2.0 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_train.py 2.0 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_random_forest_model.py 1.8 KB
- ~Get Your Files Here !/18 - Code/ml-security/src/alert.py 1.6 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_alert.py 1.5 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_isolation_forest_model.py 1.4 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_api.py 1.3 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_risk_engine.py 1.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/models/preprocessor.pkl 1.2 KB
- ~Get Your Files Here !/18 - Code/ml-security/tests/test_dashboard.py 753 bytes
- ~Get Your Files Here !/18 - Code/40 - Code (Description).html 615 bytes
- ~Get Your Files Here !/18 - Code/ml-security/gitignore 262 bytes
- ~Get Your Files Here !/18 - Code/ml-security/requirements.txt 232 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/attack/suspicious_process_activity.json 219 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/attack/mass_file_modification.json 216 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/edge_case/simultaneous_cpu_and_login_spike.json 211 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/attack/data_exfiltration.json 210 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/attack/brute_force_login.json 204 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/attack/crypto_miner.json 204 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/edge_case/failed_logins_just_under_threshold.json 199 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/normal/normal_moderate_activity.json 198 bytes
- ~Get Your Files Here !/18 - Code/ml-security/tests/golden/normal/normal_light_activity.json 197 bytes
- Get Bonus Downloads Here.url 180 bytes
- ~Get Your Files Here !/Bonus Resources.txt 70 bytes
- ~Get Your Files Here !/18 - Code/ml-security/models/keys/aes256.key 32 bytes
- ~Get Your Files Here !/18 - Code/ml-security/models/keys/ed25519_signing.key 32 bytes
- ~Get Your Files Here !/18 - Code/ml-security/models/keys/ed25519_verify.key 32 bytes
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