[ WebToolTip.com ] Udemy - Adversarial ML - Attack and Defend Neural Networks

File Name

Size

Get Bonus Downloads Here.url

180 B

~Get Your Files Here !/1 - Introduction/1. Introduction.mp4

115 MB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/100. Lab 90 Deploy to a Local Kubernetes Cluster.html

41 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/101. Lab 91 Add Prometheus Metrics to the API.html

47 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/102. Lab 92 Add OpenTelemetry Tracing.html

37 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/103. Lab 93 Define Service Level Objectives.html

52 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/104. Lab 94 Run a Local Load Test.html

40 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/105. Lab 95 Implement Canary Deployment Manifests.html

38 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/106. Lab 96 Production Incident and Rollback Drill.html

52 kB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/98. Production Serving, Observability, and Reliability.mp4

93 MB

~Get Your Files Here !/10 - Module 9 Production Serving, Observability, and Reliability/99. Lab 89 Create Kubernetes Manifests for Inference.html

41 kB

~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/107. Sovereign Deployment, Decentralized Research, and Capstone.mp4

92 MB

~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 kB

~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/109. Lab 98 Create a Decentralized Research Reproducibility Pack.html

48 kB

~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/110. Lab 99 Capstone Architecture Design Review.html

46 kB

~Get Your Files Here !/11 - Module 10 Sovereign Deployment, Decentralized Research, and Capstone/111. Lab 100 Sovereign Adversarial ML Defense Capstone.html

50 kB

~Get Your Files Here !/12 - Conclusion/112. Conclusion.mp4

102 MB

~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 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 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/12. Lab 10 Initial Success Milestone Report.html

35 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/2. Foundations, Local Environment, and Initial Success.mp4

72 MB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/3. Lab 1 Build the Reproducible Adversarial ML Workstation.html

46 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/4. Lab 2 Create the Course Repository Contract.html

38 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/5. Lab 3 Load a Safe Benchmark Dataset.html

35 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/6. Lab 4 Train the First Neural Network Baseline.html

36 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/7. Lab 5 Build the First Evaluation Script.html

31 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/8. Lab 6 Produce the First FGSM Attack.html

33 kB

~Get Your Files Here !/2 - Module 1 Foundations, Local Environment, and Initial Success/9. Lab 7 Visualize Clean vs Adversarial Inputs.html

34 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/13. Neural Network Baselines and Evaluation Discipline.mp4

97 MB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/14. Lab 11 Build a Config-Driven Training Script.html

40 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/15. Lab 12 Add Deterministic Seeds and Reproducibility Checks.html

39 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/16. Lab 13 Add MLflow Experiment Tracking.html

37 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/17. Lab 14 Build a Model Factory.html

36 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/18. Lab 15 Create a Metric Registry.html

35 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/19. Lab 16 Build Dataset Integrity Hashing.html

42 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/20. Lab 17 Add Dataset Schema Validation.html

48 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/21. Lab 18 Create a Confusion Matrix Report.html

45 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/22. Lab 19 Build a Clean Accuracy Gate.html

34 kB

~Get Your Files Here !/3 - Module 2 Neural Network Baselines and Evaluation Discipline/23. Lab 20 Baseline Readiness Review.html

37 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/24. White-Box Evasion Attacks.mp4

103 MB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/25. Lab 21 Implement FGSM as a Reusable Attack Function.html

38 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/26. Lab 22 Run an Epsilon Sweep.html

33 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/27. Lab 23 Implement Targeted FGSM.html

35 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/28. Lab 24 Implement Basic Iterative Method.html

38 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/29. Lab 25 Implement Projected Gradient Descent.html

39 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/30. Lab 26 Add Carlini-Wagner Style Margin Loss.html

46 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/31. Lab 27 Evaluate Transfer Across Model Architectures.html

42 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/32. Lab 28 Use Foolbox for Independent Attack Validation.html

37 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/33. Lab 29 Use ART for Attack Validation.html

35 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/34. Lab 30 Build Attack Comparison Dashboard Data.html

46 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/35. Lab 31 Create a Robustness Curve Plot.html

32 kB

~Get Your Files Here !/4 - Module 3 White-Box Evasion Attacks/36. Lab 32 White-Box Attack Review Gate.html

44 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/37. Black-Box, Transfer, and Query-Based Attacks.mp4

101 MB

~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 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/39. Lab 34 Build a Query Client.html

36 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

42 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/41. Lab 36 Simulate Decision-Only Boundary Search.html

40 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/42. Lab 37 Add Query Budget Accounting.html

39 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/43. Lab 38 Add API Rate Limiting.html

36 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 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 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/46. Lab 41 Detect Suspicious Query Bursts.html

37 kB

~Get Your Files Here !/5 - Module 4 Black-Box, Transfer, and Query-Based Attacks/47. Lab 42 Black-Box Threat Review.html

47 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/48. Poisoning, Backdoors, Extraction, and Privacy Attacks.mp4

88 MB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/49. Lab 43 Simulate Label-Flipping Poisoning.html

39 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/50. Lab 44 Train on Poisoned Data and Compare.html

41 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/51. Lab 45 Build a Simple Backdoor Trigger.html

50 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/52. Lab 46 Train and Evaluate Backdoor Success.html

43 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 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/54. Lab 48 Simulate Model Extraction with API Queries.html

36 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/55. Lab 49 Train an Extracted Surrogate Model.html

44 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/56. Lab 50 Add Output Minimization Defense.html

38 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/57. Lab 51 Run Membership Inference Risk Simulation.html

36 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/58. Lab 52 Add Privacy-Aware Logging Controls.html

36 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 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/60. Lab 54 Create a Model Abuse Case Register.html

50 kB

~Get Your Files Here !/6 - Module 5 Poisoning, Backdoors, Extraction, and Privacy Attacks/61. Lab 55 Training-Time Threat Review Gate.html

41 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/62. Defensive Engineering and Robust Training.mp4

77 MB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/63. Lab 56 Train with FGSM Adversarial Augmentation.html

32 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/64. Lab 57 Evaluate Robust Model Against PGD.html

28 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/65. Lab 58 Implement PGD Adversarial Training.html

36 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/66. Lab 59 Compare Clean-Robust Tradeoffs.html

41 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/67. Lab 60 Add Confidence-Based Rejection.html

44 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/68. Lab 61 Build Entropy-Based Detection.html

37 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/69. Lab 62 Add Input Distribution Drift Detection.html

44 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/70. Lab 63 Add Randomized Smoothing Prototype.html

55 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/71. Lab 64 Calibrate Model Confidence.html

33 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/72. Lab 65 Add Temperature Scaling.html

40 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/73. Lab 66 Build a Defense Evaluation Harness.html

32 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/74. Lab 67 Add Defense Regression Tests.html

38 kB

~Get Your Files Here !/7 - Module 6 Defensive Engineering and Robust Training/75. Lab 68 Defense Readiness Review.html

46 kB

~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/76. Data Engineering, Validation, and ML Governance Evidence.mp4

87 MB

~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/77. Lab 69 Create a Dataset Card.html

34 kB

~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/78. Lab 70 Create a Model Card.html

53 kB

~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/79. Lab 71 Build a Risk Register.html

46 kB

~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 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 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

50 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 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

39 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 kB

~Get Your Files Here !/8 - Module 7 Data Engineering, Validation, and ML Governance Evidence/86. Lab 78 Governance Readiness Review.html

38 kB

~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 MB

~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 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

32 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

35 kB

~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/91. Lab 82 Scan the Container Image.html

34 kB

~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/92. Lab 83 Generate an SBOM.html

28 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 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 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

41 kB

~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/96. Lab 87 Create a Release Manifest.html

37 kB

~Get Your Files Here !/9 - Module 8 MLOps Automation, CI CD, and Supply Chain Security/97. Lab 88 Supply Chain Readiness Review.html

49 kB

~Get Your Files Here !/Bonus Resources.txt

70 B