[ WebToolTip.com ] Udemy - Adversarial ML - Attack and Defend Recommenders in E-commerce
File List
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/56. Data Engineering, Feature Stores, and MLOps.mp4 91.6 MB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/72. Serving, APIs, Observability, and Reliability.mp4 89.4 MB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/88. Cloud-Native Security, Compliance, and Governance.mp4 88.2 MB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/40. Defensive Data Quality, Detection, and Privacy.mp4 80.1 MB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/13. Recommender Modeling and Evaluation Depth.mp4 72.0 MB
- ~Get Your Files Here !/1 - Introduction/1. Introduction.mp4 71.9 MB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/24. Controlled Adversarial Attacks on Recommendation Engines.mp4 71.1 MB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/101. Sovereign Deployment, Decentralized Research, and Capstone.mp4 70.2 MB
- ~Get Your Files Here !/10 - Conclusion/110. Conclusion.mp4 66.6 MB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/2. Foundations, Local Setup, and Initial Success.mp4 59.0 MB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/107. Lab 98 Prepare the Architecture Review Board Packet.html 55.2 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/109. Lab 100 Capstone Sovereign, Adversarially Robust Recommendation Engine.html 54.7 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/99. Lab 91 Build a Compliance Traceability Matrix.html 50.7 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/108. Lab 99 Run the Final Pre-Capstone Readiness Audit.html 47.9 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/87. Lab 80 Add Online Quality Guardrails.html 47.6 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/79. Lab 72 Add Fallback Recommendation Circuit Breaker.html 45.3 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/100. Lab 92 Conduct a Tabletop Incident Drill.html 44.0 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/86. Lab 79 Add Model Drift Monitoring.html 41.9 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/105. Lab 96 Create a Decentralized Research Artifact Bundle.html 41.9 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/67. Lab 61 Produce Events to Kafka.html 41.6 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/94. Lab 86 Enforce Policy-as-Code with OPA.html 41.6 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/25. Lab 21 Create the AML Threat Model.html 40.1 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/19. Lab 16 Detect Offline-Online Metric Mismatch.html 39.6 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/68. Lab 62 Consume Events and Update Online Counters.html 39.6 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/106. Lab 97 Add Reproducibility Manifests.html 38.4 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/63. Lab 57 Define Feature Views with Feast.html 38.3 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/27. Lab 23 Measure Attack Lift on Popularity Ranking.html 38.0 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/91. Lab 83 Package the Deployment with Helm.html 38.0 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/59. Lab 53 Add MinIO for Local Object Storage.html 37.8 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/53. Lab 48 Build User Deletion Propagation.html 37.2 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/34. Lab 30 Add Rate-Limit Attack Scenarios.html 37.0 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/102. Lab 93 Design a Sovereign Deployment Topology.html 36.8 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/11. Lab 9 Create the First FastAPI Recommendation Endpoint.html 36.5 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/93. Lab 85 Add Kubernetes Secrets for Model Configuration.html 36.4 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/84. Lab 77 Create Incident Runbooks.html 36.4 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/75. Lab 68 Add Structured JSON Logging.html 36.2 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/21. Lab 18 Add Item and User Cold-Start Rules.html 35.9 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/92. Lab 84 Enforce Namespace Isolation.html 35.3 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/4. Lab 2 Create the E-Commerce Event Schema.html 35.2 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/22. Lab 19 Document the Model Card.html 35.1 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/55. Lab 50 Establish the Defense Readiness Gate.html 35.0 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/103. Lab 94 Implement Region-Aware Configuration.html 34.8 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/78. Lab 71 Build Grafana Dashboards for Model Operations.html 34.7 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/43. Lab 38 Build Bot Profile Similarity Features.html 34.6 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/51. Lab 46 Implement Data Retention Windows.html 34.4 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/16. Lab 13 Evaluate ALS with Holdout Purchases.html 34.3 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/52. Lab 47 Create a Data Protection Impact Checklist.html 34.3 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/49. Lab 44 Build Data Contracts for Event Producers.html 34.3 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/33. Lab 29 Simulate API Query Model Extraction.html 33.9 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/41. Lab 36 Add Event Schema Validation with Pandera.html 33.8 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/29. Lab 25 Simulate Nuke Attacks Against a Target Item.html 33.6 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/23. Lab 20 Establish the Recommender Quality Gate.html 33.4 KB
- ~Get Your Files Here !/9 - Module 8 Sovereign Deployment, Decentralized Research, and Capstone/104. Lab 95 Build a Federated Evaluation Pattern.html 33.3 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/47. Lab 42 Quarantine Suspicious Events.html 33.1 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/46. Lab 41 Add Low-and-Slow Drift Detection.html 32.8 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/18. Lab 15 Build a FAISS Similar-Item Index.html 32.8 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/15. Lab 12 Train an Implicit ALS Model.html 32.8 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/28. Lab 24 Simulate Bandwagon Shilling.html 32.6 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/3. Lab 1 Build the Reproducible Course Workstation.html 32.5 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/26. Lab 22 Simulate Random Shilling Profiles.html 32.4 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/69. Lab 63 Build a Feature Freshness Monitor.html 32.3 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/5. Lab 3 Generate a Synthetic Marketplace Dataset.html 32.1 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/58. Lab 52 Add PostgreSQL as the Serving Metadata Store.html 32.1 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/30. Lab 26 Attack Sequential Recommendation with Session Injection.html 31.8 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/83. Lab 76 Define SLOs for Recommendation Serving.html 31.7 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/80. Lab 73 Add Canary Release Logic.html 31.7 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/35. Lab 31 Simulate Membership Inference Risk on Training Users.html 31.6 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/6. Lab 4 Profile Interactions and Business Signals.html 31.2 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/57. Lab 51 Add DuckDB for Local Analytical Queries.html 30.9 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/64. Lab 58 Materialize Features for Online Serving.html 30.9 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/85. Lab 78 Add Postmortem Template.html 30.7 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/12. Lab 10 Initial Success Milestone Serve Your First Recommendation.html 30.4 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/45. Lab 40 Add Time-Window Spike Detection.html 30.3 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/76. Lab 69 Instrument API Latency with Prometheus Metrics.html 30.2 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/7. Lab 5 Build the First Popularity Baseline.html 29.8 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/31. Lab 27 Build an Attack Budget Calculator.html 29.8 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/66. Lab 60 Add Kafka for Real-Time Event Streams.html 29.8 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/54. Lab 49 Add Privacy-Aware Logging.html 29.8 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/73. Lab 66 Containerize the Recommendation API.html 29.7 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/17. Lab 14 Add Candidate Generation and Re-Ranking Separation.html 29.7 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/70. Lab 64 Create an ML Pipeline Makefile.html 29.7 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/71. Lab 65 Add CI Checks for Tests, Lint, and Security.html 29.6 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/74. Lab 67 Add API Health and Readiness Endpoints.html 29.5 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/8. Lab 6 Add Offline Recommendation Metrics.html 29.4 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/82. Lab 75 Run Load Tests with Locust-Style Scenarios.html 29.3 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/81. Lab 74 Add Shadow Mode Scoring.html 29.0 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/39. Lab 35 Write the Red-Team Rules of Engagement.html 29.0 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/42. Lab 37 Detect Duplicate Event Injection.html 28.8 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/48. Lab 43 Retrain After Quarantine and Compare Rank Recovery.html 28.8 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/38. Lab 34 Build an Attack Result Dashboard File.html 28.6 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/98. Lab 90 Add RBAC for Least-Privilege Service Accounts.html 28.6 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/37. Lab 33 Poison Item Metadata.html 28.4 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/20. Lab 17 Create a Replay Simulator.html 28.0 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/96. Lab 88 Generate an SBOM with Syft.html 27.9 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/65. Lab 59 Add Airflow for Batch Pipeline Orchestration.html 27.8 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/36. Lab 32 Attack Data Lineage with Duplicate Events.html 27.6 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/10. Lab 8 Package the Baseline as a Python Module.html 27.4 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/60. Lab 54 Track Experiments with MLflow.html 26.9 KB
- ~Get Your Files Here !/3 - Module 2 Recommender Modeling and Evaluation Depth/14. Lab 11 Build a User-Item Interaction Matrix.html 26.6 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/90. Lab 82 Add Kubernetes Service and Port Forwarding.html 26.3 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/62. Lab 56 Version Data with DVC.html 26.3 KB
- ~Get Your Files Here !/7 - Module 6 Serving, APIs, Observability, and Reliability/77. Lab 70 Add OpenTelemetry Tracing.html 26.2 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/89. Lab 81 Run the API on a Local Kubernetes Cluster.html 26.1 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/50. Lab 45 Add Pseudonymization for User IDs.html 25.9 KB
- ~Get Your Files Here !/4 - Module 3 Controlled Adversarial Attacks on Recommendation Engines/32. Lab 28 Simulate Low-and-Slow Poisoning.html 25.8 KB
- ~Get Your Files Here !/5 - Module 4 Defensive Data Quality, Detection, and Privacy/44. Lab 39 Train an Unsupervised Bot Detector.html 25.6 KB
- ~Get Your Files Here !/2 - Module 1 Foundations, Local Setup, and Initial Success/9. Lab 7 Create a Temporal Train-Test Split.html 25.6 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/95. Lab 87 Scan Containers with Trivy.html 24.9 KB
- ~Get Your Files Here !/8 - Module 7 Cloud-Native Security, Compliance, and Governance/97. Lab 89 Sign the Container Image with Cosign.html 24.7 KB
- ~Get Your Files Here !/6 - Module 5 Data Engineering, Feature Stores, and MLOps/61. Lab 55 Log ALS Training Runs to MLflow.html 23.9 KB
- Get Bonus Downloads Here.url 180 bytes
- ~Get Your Files Here !/Bonus Resources.txt 70 bytes
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