[ WebToolTip.com ] Udemy - Adversarial ML - Attack and Defend Neural Networks
File List
- ~Get Your Files Here !/1 - Introduction/1. Introduction.mp4 115.1 MB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/87. MLOps Automation, CI CD, and Supply Chain Security.mp4 108.0 MB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/24. White-Box Evasion Attacks.mp4 103.3 MB
- ~Get Your Files Here !/12 - Conclusion/112. Conclusion.mp4 102.0 MB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/37. Black-Box, Transfer, and Query-Based Attacks.mp4 101.3 MB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/13. Neural Network Baselines and Evaluation Discipline.mp4 97.2 MB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/98. Production Serving, Observability, and Reliability.mp4 93.0 MB
- ~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/107. Sovereign Deployment, Decentralized Research, and Capstone.mp4 91.8 MB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/48. Poisoning, Backdoors, Extraction, and Privacy Attacks.mp4 88.1 MB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/76. Data Engineering, Validation, and ML Governance Evidence.mp4 87.1 MB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/62. Defensive Engineering and Robust Training.mp4 76.6 MB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/2. Foundations, Local Environment, and Initial Success.mp4 72.4 MB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/80. Lab 72 Map Controls to NIST AI RMF Functions.html 56.3 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/70. Lab 63 Add Randomized Smoothing Prototype.html 54.8 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/78. Lab 70 Create a Model Card.html 52.6 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/103. Lab 93 Define Service Level Objectives.html 52.4 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/106. Lab 96 Production Incident and Rollback Drill.html 51.6 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/51. Lab 45 Build a Simple Backdoor Trigger.html 50.5 KB
- ~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/111. Lab 100 Sovereign Adversarial ML Defense Capstone.html 50.4 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/60. Lab 54 Create a Model Abuse Case Register.html 49.9 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/82. Lab 74 Build a DORA-Style Operational Resilience Checklist.html 49.8 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/97. Lab 88 Supply Chain Readiness Review.html 48.7 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/20. Lab 17 Add Dataset Schema Validation.html 48.1 KB
- ~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/109. Lab 98 Create a Decentralized Research Reproducibility Pack.html 47.7 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/45. Lab 40 Build an Abuse Detection Log.html 47.4 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/101. Lab 91 Add Prometheus Metrics to the API.html 46.9 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/47. Lab 42 Black-Box Threat Review.html 46.6 KB
- ~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/108. Lab 97 Build a Local-First Sovereign Deployment Profile.html 46.5 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/30. Lab 26 Add Carlini-Wagner Style Margin Loss.html 46.4 KB
- ~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/110. Lab 99 Capstone Architecture Design Review.html 46.3 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/34. Lab 30 Build Attack Comparison Dashboard Data.html 46.2 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/79. Lab 71 Build a Risk Register.html 46.1 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/75. Lab 68 Defense Readiness Review.html 46.0 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/3. Lab 1 Build the Reproducible Adversarial ML Workstation.html 45.8 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/21. Lab 18 Create a Confusion Matrix Report.html 45.0 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/67. Lab 60 Add Confidence-Based Rejection.html 44.4 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/69. Lab 62 Add Input Distribution Drift Detection.html 44.0 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/94. Lab 85 Add SLSA-Style Provenance Metadata.html 44.0 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/36. Lab 32 White-Box Attack Review Gate.html 43.9 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/55. Lab 49 Train an Extracted Surrogate Model.html 43.6 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/59. Lab 53 Map Threats to MITRE ATLAS-Style Records.html 43.4 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/52. Lab 46 Train and Evaluate Backdoor Success.html 42.7 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/19. Lab 16 Build Dataset Integrity Hashing.html 42.4 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/85. Lab 77 Create an Audit Evidence Bundle.html 42.4 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/81. Lab 73 Map Controls to EU AI Act-Style Requirements.html 42.2 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/31. Lab 27 Evaluate Transfer Across Model Architectures.html 41.9 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/40. Lab 35 Simulate Score-Based Black-Box Probing.html 41.8 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/100. Lab 90 Deploy to a Local Kubernetes Cluster.html 41.3 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/66. Lab 59 Compare Clean-Robust Tradeoffs.html 41.0 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/50. Lab 44 Train on Poisoned Data and Compare.html 40.9 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/99. Lab 89 Create Kubernetes Manifests for Inference.html 40.8 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/95. Lab 86 Add Model Registry Promotion Rules.html 40.8 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/61. Lab 55 Training-Time Threat Review Gate.html 40.8 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/41. Lab 36 Simulate Decision-Only Boundary Search.html 39.8 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/104. Lab 94 Run a Local Load Test.html 39.8 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/14. Lab 11 Build a Config-Driven Training Script.html 39.7 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/72. Lab 65 Add Temperature Scaling.html 39.6 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/42. Lab 37 Add Query Budget Accounting.html 39.2 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/83. Lab 75 Generate a Lightweight ML-BOM Inventory.html 39.0 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/29. Lab 25 Implement Projected Gradient Descent.html 39.0 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/49. Lab 43 Simulate Label-Flipping Poisoning.html 39.0 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/84. Lab 76 Add Data Retention and Logging Policy.html 38.8 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/15. Lab 12 Add Deterministic Seeds and Reproducibility Checks.html 38.8 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/88. Lab 79 Create a Local CI Test Script.html 38.5 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/105. Lab 95 Implement Canary Deployment Manifests.html 38.5 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/44. Lab 39 Evaluate Transfer Attack Against API-Only Access.html 38.4 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/28. Lab 24 Implement Basic Iterative Method.html 38.3 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/25. Lab 21 Implement FGSM as a Reusable Attack Function.html 38.3 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/56. Lab 50 Add Output Minimization Defense.html 38.0 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/86. Lab 78 Governance Readiness Review.html 37.9 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/74. Lab 67 Add Defense Regression Tests.html 37.7 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/4. Lab 2 Create the Course Repository Contract.html 37.6 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/46. Lab 41 Detect Suspicious Query Bursts.html 37.1 KB
- ~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/102. Lab 92 Add OpenTelemetry Tracing.html 37.1 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/23. Lab 20 Baseline Readiness Review.html 37.0 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/68. Lab 61 Build Entropy-Based Detection.html 36.9 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/32. Lab 28 Use Foolbox for Independent Attack Validation.html 36.7 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/96. Lab 87 Create a Release Manifest.html 36.7 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/16. Lab 13 Add MLflow Experiment Tracking.html 36.6 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/17. Lab 14 Build a Model Factory.html 36.4 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/57. Lab 51 Run Membership Inference Risk Simulation.html 36.3 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/39. Lab 34 Build a Query Client.html 36.1 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/65. Lab 58 Implement PGD Adversarial Training.html 36.0 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/10. Lab 8 Add a Minimal Defense by Input Clipping and Noise.html 36.0 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/43. Lab 38 Add API Rate Limiting.html 35.9 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/58. Lab 52 Add Privacy-Aware Logging Controls.html 35.9 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/54. Lab 48 Simulate Model Extraction with API Queries.html 35.8 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/6. Lab 4 Train the First Neural Network Baseline.html 35.6 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/5. Lab 3 Load a Safe Benchmark Dataset.html 35.2 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/93. Lab 84 Sign a Model Artifact with Cosign-Style Workflow.html 35.1 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/12. Lab 10 Initial Success Milestone Report.html 35.0 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/33. Lab 29 Use ART for Attack Validation.html 34.7 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/18. Lab 15 Create a Metric Registry.html 34.7 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/90. Lab 81 Build a Docker Image for Inference.html 34.7 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/27. Lab 23 Implement Targeted FGSM.html 34.7 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/11. Lab 9 Convert the First Experiment into a Test.html 34.4 KB
- ~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/22. Lab 19 Build a Clean Accuracy Gate.html 34.4 KB
- ~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/77. Lab 69 Create a Dataset Card.html 34.3 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/9. Lab 7 Visualize Clean vs Adversarial Inputs.html 33.8 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/91. Lab 82 Scan the Container Image.html 33.7 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/71. Lab 64 Calibrate Model Confidence.html 33.3 KB
- ~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/38. Lab 33 Wrap the Model Behind a FastAPI Inference Service.html 33.2 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/26. Lab 22 Run an Epsilon Sweep.html 33.1 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/8. Lab 6 Produce the First FGSM Attack.html 32.9 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/73. Lab 66 Build a Defense Evaluation Harness.html 32.4 KB
- ~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/35. Lab 31 Create a Robustness Curve Plot.html 31.9 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/63. Lab 56 Train with FGSM Adversarial Augmentation.html 31.7 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/89. Lab 80 Add GitHub Actions-Compatible Workflow.html 31.5 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/7. Lab 5 Build the First Evaluation Script.html 31.3 KB
- ~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/53. Lab 47 Detect Backdoor Candidate Samples by Pixel Statistics.html 31.2 KB
- ~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/64. Lab 57 Evaluate Robust Model Against PGD.html 28.0 KB
- ~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/92. Lab 83 Generate an SBOM.html 27.7 KB
- Get Bonus Downloads Here.url 180 bytes
- ~Get Your Files Here !/Bonus Resources.txt 70 bytes
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