[CourseClub.Me] Coursera – Machine Learning Engineering for Production (MLOps) Specialization
大小513.01 MB
文件数289
Info Hash:35313B8765450CD9B0E30CFB2FAF79EE9D410E2D
收录时间2026-02-15 23:44:45
更新时间2026-02-15 23:44:45
文件列表 (289)
1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.en.srt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.en.txt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.mp4
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.en.srt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.en.txt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.mp4
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.en.srt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.en.txt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.mp4
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.en.srt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.en.txt
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.mp4
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1.Introduction to Machine Learning in Production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/04_graded-assessment/01_deployment_exam.html
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.mp4
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1.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.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.en.srt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.en.txt
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.mp4
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_1912.02292
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_2004.07213v2
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_instructions.html
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1.Introduction to Machine Learning in Production/02_week-2-select-and-train-a-model/04_graded-assessment/01_modeling-challenges_exam.html
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.en.srt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.en.txt
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.mp4
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/06_week-3-optional-references_DLDL.html
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/03_scoping-optional/07_scoping-optional_quiz.html
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_1706.06969.pdf
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_1912.02292
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2004.07213v2
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2010.02013
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2011.09926
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_DLDL.html
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_instructions.html
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1.Introduction to Machine Learning in Production/03_week-3-data-definition-and-baseline/05_acknowledgements/01_acknowledgments_instructions.html
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.en.srt
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.en.txt
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.mp4
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/04_data-collection_quiz.html
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/04_data-labeling_quiz.html
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.en.srt
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.en.txt
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.mp4
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2.Machine Learning Data Lifecycle in Production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/02_tensorflow-data-validation.mp4
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2.Machine Learning Data Lifecycle in Production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/01_feature-spaces.mp4
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2.Machine Learning Data Lifecycle in Production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/03_filter-methods.mp4
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2.Machine Learning Data Lifecycle in Production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/04_wrapper-methods.mp4
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2.Machine Learning Data Lifecycle in Production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/05_embedded-methods.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.mp4
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2.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.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/04_data-journey_quiz.html
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.en.txt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.en.txt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/02_evolving-data/03_schema-environments_quiz.html
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.en.txt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.en.txt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.en.srt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.en.txt
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.mp4
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2.Machine Learning Data Lifecycle in Production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/05_enterprise-data-storage_quiz.html
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.en.srt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.en.txt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.mp4
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.en.srt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.en.txt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.mp4
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.en.srt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.mp4
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_1603.01670
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.mp4
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.en.srt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.en.txt
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3.Machine Learning Modeling Pipelines in Production/01_week-1-neural-architecture-search/03_automl/07_automl_instructions.html
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3.Machine Learning Modeling Pipelines in Production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/08_other-techniques.mp4
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3.Machine Learning Modeling Pipelines in Production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/07_pruning_1803.03635
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3.Machine Learning Modeling Pipelines in Production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.en.srt
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3.Machine Learning Modeling Pipelines in Production/03_week-3-high-performance-modeling/02_knowledge-distillation/01_teacher-and-student-networks.mp4
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3.Machine Learning Modeling Pipelines in Production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.en.srt
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