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

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

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种子名称： [ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization
文件类型：视频
文件数目： 168个文件
文件大小： 1.87 GB
收录时间： 2024-11-29 09:11
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[ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization.torrent

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~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

~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.mp47.9MB

~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.mp42.68MB

~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.mp46.78MB

~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.mp45.37MB

~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

~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

~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

~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

~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

~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

~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

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