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[ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization

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视频 2024-11-29 09:11 2024-12-25 14:03 46 1.87 GB 168
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FreeCourseWeb com Coursera - Machine Learning Engineering for Production MLOps Specialization

文件列表
  1. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp419.34MB
  2. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.mp410.84MB
  3. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.mp48.33MB
  4. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.mp45.24MB
  5. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.mp48.02MB
  6. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.mp46.6MB
  7. ~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.mp49.59MB
  8. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.mp49.08MB
  9. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.mp46.37MB
  10. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.mp411.94MB
  11. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.mp425.03MB
  12. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.mp412.9MB
  13. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.mp49.4MB
  14. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.mp49.04MB
  15. ~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.mp47.36MB
  16. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.mp414.78MB
  17. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.mp411.68MB
  18. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.mp415.77MB
  19. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.mp47.91MB
  20. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.mp426.8MB
  21. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.mp419.31MB
  22. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.mp410.85MB
  23. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.mp410.92MB
  24. ~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/07_progressive-delivery.mp412.55MB
  25. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/01_why-monitoring-matters.mp411.85MB
  26. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/02_observability-in-ml.mp46.81MB
  27. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/03_monitoring-targets-in-ml.mp45.93MB
  28. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/04_logging-for-ml-monitoring.mp49.91MB
  29. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/05_tracing-for-ml-systems.mp44.26MB
  30. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/01_what-is-model-decay.mp45.05MB
  31. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/02_model-decay-detection.mp43.85MB
  32. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/03_ways-to-mitigate-model-decay.mp48.57MB
  33. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/01_responsible-ai.mp47.44MB
  34. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/03_legal-requirements-for-secure-and-private-ai.mp414.77MB
  35. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/05_anonymization-and-pseudonymisation.mp45.82MB
  36. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/06_right-to-be-forgotten.mp415.04MB
  37. ~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/04_specialization-recap-and-farewell/01_specialization-recap-and-farewell.mp45.59MB
  38. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp439.95MB
  39. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/01_welcome.mp420.35MB
  40. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/02_steps-of-an-ml-project.mp49.04MB
  41. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/03_case-study-speech-recognition.mp424.28MB
  42. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/04_course-outline.mp46.44MB
  43. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.mp425.62MB
  44. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.mp420.05MB
  45. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.mp418.25MB
  46. ~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.mp416.17MB
  47. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.mp49.4MB
  48. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.mp48.98MB
  49. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/03_why-low-average-error-isn-t-good-enough.mp418.07MB
  50. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.mp415.99MB
  51. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/05_tips-for-getting-started.mp411.07MB
  52. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/01_error-analysis-example.mp413.74MB
  53. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/02_prioritizing-what-to-work-on.mp410.23MB
  54. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.mp420.11MB
  55. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/04_performance-auditing.mp415.76MB
  56. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.mp47.52MB
  57. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.mp411.36MB
  58. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.mp416.04MB
  59. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.mp414.57MB
  60. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.mp418.1MB
  61. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.mp48.86MB
  62. ~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.mp48.52MB
  63. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/01_why-is-data-definition-hard.mp410.06MB
  64. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/02_more-label-ambiguity-examples.mp414.53MB
  65. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/03_major-types-of-data-problems.mp420MB
  66. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/04_small-data-and-label-consistency.mp415.3MB
  67. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/05_improving-label-consistency.mp416.04MB
  68. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/06_human-level-performance-hlp.mp418.51MB
  69. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.mp421.81MB
  70. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.mp420.71MB
  71. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.mp410.66MB
  72. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/03_meta-data-data-provenance-and-lineage.mp416.09MB
  73. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/04_balanced-train-dev-test-splits.mp410.81MB
  74. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.mp48.11MB
  75. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.mp413.49MB
  76. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.mp423.23MB
  77. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.mp413.19MB
  78. ~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.mp44.78MB
  79. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp439.95MB
  80. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/02_course-overview.mp413.7MB
  81. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/01_overview.mp418.03MB
  82. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/02_ml-pipelines.mp410.2MB
  83. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.mp412.61MB
  84. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/02_example-application-suggesting-runs.mp410.98MB
  85. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/03_responsible-data-security-privacy-fairness.mp414.8MB
  86. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/01_case-study-degraded-model-performance.mp415.02MB
  87. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/02_data-and-concept-change-in-production-ml.mp48.08MB
  88. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/03_process-feedback-and-human-labeling.mp414.56MB
  89. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.mp412.44MB
  90. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/02_tensorflow-data-validation.mp48.82MB
  91. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/01_introduction-to-preprocessing.mp410.05MB
  92. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/02_preprocessing-operations.mp411.82MB
  93. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/03_feature-engineering-techniques.mp420.32MB
  94. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/04_feature-crosses.mp45.28MB
  95. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/01_preprocessing-data-at-scale.mp417.63MB
  96. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/02_tensorflow-transform.mp417.53MB
  97. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/03_hello-world-with-tf-transform.mp410.38MB
  98. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/01_feature-spaces.mp46.32MB
  99. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/02_feature-selection.mp45.71MB
  100. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/03_filter-methods.mp48.01MB
  101. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/04_wrapper-methods.mp47.13MB
  102. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/05_embedded-methods.mp47.49MB
  103. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.mp410.6MB
  104. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/02_introduction-to-ml-metadata.mp413.16MB
  105. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/03_ml-metadata-in-action.mp46.19MB
  106. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.mp46.1MB
  107. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.mp45.08MB
  108. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.mp410.96MB
  109. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.mp45.92MB
  110. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.mp44.75MB
  111. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/01_semi-supervised-learning.mp46.49MB
  112. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/02_active-learning.mp45.97MB
  113. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/03_weak-supervision.mp46.95MB
  114. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/02_data-augmentation-optional/01_data-augmentation.mp46.17MB
  115. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/01_time-series.mp412.65MB
  116. ~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/02_sensors-and-signals.mp44.34MB
  117. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp410.47MB
  118. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/01_hyperparameter-tuning.mp46.59MB
  119. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/02_keras-autotuner-demo.mp49.08MB
  120. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.mp47.9MB
  121. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.mp42.68MB
  122. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.mp46.78MB
  123. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.mp45.37MB
  124. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.mp411.84MB
  125. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/01_assignment-setup.mp41.98MB
  126. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/02_week-1-wrap-up.mp41.21MB
  127. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/01_dimensionality-effect-on-performance.mp415.06MB
  128. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/02_curse-of-dimensionality.mp413.83MB
  129. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/03_curse-of-dimensionality-an-example.mp46.47MB
  130. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/04_manual-dimensionality-reduction.mp47.6MB
  131. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/05_manual-dimensionality-reduction-case-study.mp49.97MB
  132. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/07_algorithmic-dimensionality-reduction.mp43.42MB
  133. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/08_principal-components-analysis.mp412.78MB
  134. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/09_other-techniques.mp410.83MB
  135. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/01_mobile-iot-and-similar-use-cases.mp410.18MB
  136. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/02_benefits-and-process-of-quantization.mp413.66MB
  137. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/03_post-training-quantization.mp48.65MB
  138. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/04_quantization-aware-training.mp46.26MB
  139. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/06_pruning.mp420.42MB
  140. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.mp415.94MB
  141. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/03_high-performance-ingestion.mp415.77MB
  142. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/04_training-large-models-the-rise-of-giant-neural-nets-and-parallelism.mp417.68MB
  143. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/01_teacher-and-student-networks.mp44.35MB
  144. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/02_knowledge-distillation-techniques.mp412.35MB
  145. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/04_case-study-how-to-distill-knowledge-for-a-q-a-task.mp413.78MB
  146. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.mp415.69MB
  147. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/01_introduction-to-tensorflow-model-analysis.mp49.24MB
  148. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/02_tfma-in-practice.mp45.52MB
  149. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/04_model-debugging-overview.mp44.72MB
  150. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/05_benchmark-models.mp41.57MB
  151. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/06_sensitivity-analysis-and-adversarial-attacks.mp413.76MB
  152. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/07_adversarial-attack-demo.mp411.36MB
  153. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/09_residual-analysis.mp43.09MB
  154. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/10_model-remediation.mp46.21MB
  155. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/11_fairness.mp45.27MB
  156. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/12_measuring-fairness.mp48.01MB
  157. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/01_continuous-evaluation-and-monitoring.mp423.54MB
  158. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/01_explainable-ai.mp411.59MB
  159. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/01_model-interpretation-methods.mp413.01MB
  160. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/02_intrinsically-interpretable-models.mp414.78MB
  161. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/01_model-agnostic-methods.mp42.46MB
  162. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/02_partial-dependence-plots.mp47.41MB
  163. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/03_permutation-feature-importance.mp44.47MB
  164. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/06_shapley-values.mp410.21MB
  165. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/07_shapley-additive-explanations-shap.mp44.9MB
  166. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/10_testing-concept-activation-vectors.mp45.53MB
  167. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/11_lime.mp42.11MB
  168. ~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/13_ai-explanations.mp410.35MB
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